This is the EDA for 2018 KDD CUP¶
Checker¶
In [3]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
path='../ml_dataset/2018_kdd_cup_dataset/'
pd.read_csv(path+"beijing_17_18_aq.csv")
Out[3]:
| stationId | utc_time | PM2.5 | PM10 | NO2 | CO | O3 | SO2 | |
|---|---|---|---|---|---|---|---|---|
| 0 | aotizhongxin_aq | 2017-01-01 14:00:00 | 453.0 | 467.0 | 156.0 | 7.2 | 3.0 | 9.0 |
| 1 | aotizhongxin_aq | 2017-01-01 15:00:00 | 417.0 | 443.0 | 143.0 | 6.8 | 2.0 | 8.0 |
| 2 | aotizhongxin_aq | 2017-01-01 16:00:00 | 395.0 | 467.0 | 141.0 | 6.9 | 3.0 | 8.0 |
| 3 | aotizhongxin_aq | 2017-01-01 17:00:00 | 420.0 | 484.0 | 139.0 | 7.4 | 3.0 | 9.0 |
| 4 | aotizhongxin_aq | 2017-01-01 18:00:00 | 453.0 | 520.0 | 157.0 | 7.6 | 4.0 | 9.0 |
| 5 | aotizhongxin_aq | 2017-01-01 19:00:00 | 429.0 | NaN | 141.0 | 6.5 | 3.0 | 9.0 |
| 6 | aotizhongxin_aq | 2017-01-01 20:00:00 | 211.0 | NaN | 110.0 | 3.3 | NaN | 11.0 |
| 7 | aotizhongxin_aq | 2017-01-01 21:00:00 | 116.0 | NaN | 87.0 | 2.2 | 4.0 | 13.0 |
| 8 | aotizhongxin_aq | 2017-01-01 22:00:00 | 51.0 | NaN | 58.0 | 1.3 | 26.0 | 14.0 |
| 9 | aotizhongxin_aq | 2017-01-01 23:00:00 | 38.0 | NaN | 55.0 | 1.1 | 28.0 | 14.0 |
| 10 | aotizhongxin_aq | 2017-01-02 00:00:00 | 21.0 | NaN | 40.0 | 0.7 | 42.0 | 16.0 |
| 11 | aotizhongxin_aq | 2017-01-02 01:00:00 | 16.0 | NaN | 40.0 | 0.8 | 44.0 | 18.0 |
| 12 | aotizhongxin_aq | 2017-01-02 02:00:00 | 23.0 | NaN | 42.0 | 0.7 | 45.0 | 17.0 |
| 13 | aotizhongxin_aq | 2017-01-02 03:00:00 | 18.0 | NaN | 30.0 | 0.6 | 59.0 | 14.0 |
| 14 | aotizhongxin_aq | 2017-01-02 04:00:00 | 58.0 | 247.0 | 76.0 | 2.4 | 46.0 | 12.0 |
| 15 | aotizhongxin_aq | 2017-01-02 05:00:00 | 176.0 | NaN | 99.0 | 0.3 | 42.0 | 17.0 |
| 16 | aotizhongxin_aq | 2017-01-02 06:00:00 | 109.0 | 211.0 | 86.0 | 2.6 | 58.0 | 14.0 |
| 17 | aotizhongxin_aq | 2017-01-02 07:00:00 | 267.0 | NaN | 125.0 | 4.2 | 53.0 | 19.0 |
| 18 | aotizhongxin_aq | 2017-01-02 08:00:00 | 260.0 | NaN | 115.0 | 3.9 | 56.0 | 18.0 |
| 19 | aotizhongxin_aq | 2017-01-02 09:00:00 | 212.0 | NaN | 112.0 | 3.6 | 50.0 | 14.0 |
| 20 | aotizhongxin_aq | 2017-01-02 10:00:00 | 183.0 | NaN | 111.0 | 0.3 | 33.0 | 14.0 |
| 21 | aotizhongxin_aq | 2017-01-02 11:00:00 | 136.0 | NaN | 89.0 | 2.3 | 41.0 | 14.0 |
| 22 | aotizhongxin_aq | 2017-01-02 12:00:00 | 137.0 | NaN | 89.0 | 2.2 | 35.0 | 13.0 |
| 23 | aotizhongxin_aq | 2017-01-02 13:00:00 | 125.0 | NaN | 90.0 | 2.1 | 28.0 | 13.0 |
| 24 | aotizhongxin_aq | 2017-01-02 14:00:00 | 153.0 | NaN | 108.0 | 2.5 | 13.0 | 14.0 |
| 25 | aotizhongxin_aq | 2017-01-02 15:00:00 | 165.0 | NaN | 126.0 | 3.1 | 2.0 | 14.0 |
| 26 | aotizhongxin_aq | 2017-01-02 16:00:00 | 225.0 | NaN | 148.0 | 4.9 | 4.0 | 23.0 |
| 27 | aotizhongxin_aq | 2017-01-02 17:00:00 | 275.0 | NaN | 158.0 | 6.4 | 7.0 | 28.0 |
| 28 | aotizhongxin_aq | 2017-01-02 18:00:00 | 293.0 | NaN | 155.0 | 6.4 | 5.0 | 17.0 |
| 29 | aotizhongxin_aq | 2017-01-02 19:00:00 | 293.0 | NaN | 153.0 | 6.2 | 5.0 | 16.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 310980 | zhiwuyuan_aq | 2018-01-30 10:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310981 | zhiwuyuan_aq | 2018-01-30 11:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310982 | zhiwuyuan_aq | 2018-01-30 12:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310983 | zhiwuyuan_aq | 2018-01-30 13:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310984 | zhiwuyuan_aq | 2018-01-30 14:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310985 | zhiwuyuan_aq | 2018-01-30 15:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310986 | zhiwuyuan_aq | 2018-01-30 16:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310987 | zhiwuyuan_aq | 2018-01-30 17:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310988 | zhiwuyuan_aq | 2018-01-30 18:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310989 | zhiwuyuan_aq | 2018-01-30 19:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310990 | zhiwuyuan_aq | 2018-01-30 20:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310991 | zhiwuyuan_aq | 2018-01-30 21:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310992 | zhiwuyuan_aq | 2018-01-30 22:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310993 | zhiwuyuan_aq | 2018-01-30 23:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310994 | zhiwuyuan_aq | 2018-01-31 00:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310995 | zhiwuyuan_aq | 2018-01-31 01:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310996 | zhiwuyuan_aq | 2018-01-31 02:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310997 | zhiwuyuan_aq | 2018-01-31 03:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310998 | zhiwuyuan_aq | 2018-01-31 04:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 310999 | zhiwuyuan_aq | 2018-01-31 05:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311000 | zhiwuyuan_aq | 2018-01-31 06:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311001 | zhiwuyuan_aq | 2018-01-31 07:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311002 | zhiwuyuan_aq | 2018-01-31 08:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311003 | zhiwuyuan_aq | 2018-01-31 09:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311004 | zhiwuyuan_aq | 2018-01-31 10:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311005 | zhiwuyuan_aq | 2018-01-31 11:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311006 | zhiwuyuan_aq | 2018-01-31 12:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311007 | zhiwuyuan_aq | 2018-01-31 13:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311008 | zhiwuyuan_aq | 2018-01-31 14:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 311009 | zhiwuyuan_aq | 2018-01-31 15:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
311010 rows × 8 columns
In [4]:
pd.read_csv(path+"beijing_201802_201803_aq.csv")
Out[4]:
| stationId | utc_time | PM2.5 | PM10 | NO2 | CO | O3 | SO2 | |
|---|---|---|---|---|---|---|---|---|
| 0 | aotizhongxin_aq | 2018-01-31 16:00:00 | 49.0 | 82.0 | 90.0 | 0.9 | 6.0 | 10.0 |
| 1 | aotizhongxin_aq | 2018-01-31 17:00:00 | 47.0 | 80.0 | 90.0 | 0.9 | 5.0 | 10.0 |
| 2 | aotizhongxin_aq | 2018-01-31 18:00:00 | 46.0 | 91.0 | 91.0 | 1.3 | 5.0 | 28.0 |
| 3 | aotizhongxin_aq | 2018-01-31 19:00:00 | 60.0 | 95.0 | 85.0 | 2.0 | 6.0 | 38.0 |
| 4 | aotizhongxin_aq | 2018-01-31 20:00:00 | 52.0 | 91.0 | 81.0 | 1.9 | 5.0 | 30.0 |
| 5 | aotizhongxin_aq | 2018-01-31 21:00:00 | 38.0 | 80.0 | 72.0 | 1.2 | 4.0 | 14.0 |
| 6 | aotizhongxin_aq | 2018-01-31 22:00:00 | 30.0 | 70.0 | 70.0 | 0.9 | 3.0 | 8.0 |
| 7 | aotizhongxin_aq | 2018-01-31 23:00:00 | 29.0 | 75.0 | 73.0 | 0.8 | 3.0 | 10.0 |
| 8 | aotizhongxin_aq | 2018-02-01 00:00:00 | 26.0 | 79.0 | 73.0 | 0.9 | 4.0 | 7.0 |
| 9 | aotizhongxin_aq | 2018-02-01 01:00:00 | 28.0 | 95.0 | 73.0 | 1.1 | 7.0 | 10.0 |
| 10 | aotizhongxin_aq | 2018-02-01 02:00:00 | 38.0 | 96.0 | 59.0 | 1.1 | 21.0 | 20.0 |
| 11 | aotizhongxin_aq | 2018-02-01 03:00:00 | 43.0 | 102.0 | 50.0 | 1.1 | 34.0 | 22.0 |
| 12 | aotizhongxin_aq | 2018-02-01 04:00:00 | 48.0 | 110.0 | 47.0 | 1.1 | 42.0 | 20.0 |
| 13 | aotizhongxin_aq | 2018-02-01 05:00:00 | 42.0 | 120.0 | 29.0 | 0.7 | 62.0 | 13.0 |
| 14 | aotizhongxin_aq | 2018-02-01 06:00:00 | 32.0 | 124.0 | 21.0 | 0.5 | 73.0 | 12.0 |
| 15 | aotizhongxin_aq | 2018-02-01 07:00:00 | 33.0 | 131.0 | 19.0 | 0.4 | 78.0 | 11.0 |
| 16 | aotizhongxin_aq | 2018-02-01 08:00:00 | 29.0 | 110.0 | 21.0 | 0.4 | 75.0 | 10.0 |
| 17 | aotizhongxin_aq | 2018-02-01 09:00:00 | 27.0 | 100.0 | 24.0 | 0.4 | 69.0 | 10.0 |
| 18 | aotizhongxin_aq | 2018-02-01 10:00:00 | 24.0 | 90.0 | 22.0 | 0.4 | 71.0 | 5.0 |
| 19 | aotizhongxin_aq | 2018-02-01 11:00:00 | 16.0 | 76.0 | 23.0 | 0.3 | 67.0 | 3.0 |
| 20 | aotizhongxin_aq | 2018-02-01 12:00:00 | 14.0 | 49.0 | 23.0 | 0.3 | 66.0 | 3.0 |
| 21 | aotizhongxin_aq | 2018-02-01 13:00:00 | 9.0 | 38.0 | 15.0 | 0.3 | 71.0 | 2.0 |
| 22 | aotizhongxin_aq | 2018-02-01 14:00:00 | 6.0 | 35.0 | 11.0 | 0.2 | 74.0 | 2.0 |
| 23 | aotizhongxin_aq | 2018-02-01 15:00:00 | 6.0 | 32.0 | 10.0 | 0.2 | 74.0 | 2.0 |
| 24 | aotizhongxin_aq | 2018-02-01 16:00:00 | 9.0 | 38.0 | 18.0 | 0.2 | 61.0 | 2.0 |
| 25 | aotizhongxin_aq | 2018-02-01 17:00:00 | 10.0 | 46.0 | 18.0 | 0.2 | 62.0 | 2.0 |
| 26 | aotizhongxin_aq | 2018-02-01 18:00:00 | 8.0 | 34.0 | 24.0 | 0.2 | 54.0 | 2.0 |
| 27 | aotizhongxin_aq | 2018-02-01 19:00:00 | 8.0 | 27.0 | 22.0 | 0.2 | 55.0 | 3.0 |
| 28 | aotizhongxin_aq | 2018-02-01 20:00:00 | 8.0 | 25.0 | 20.0 | 0.3 | NaN | 4.0 |
| 29 | aotizhongxin_aq | 2018-02-01 21:00:00 | 7.0 | 34.0 | 16.0 | 0.2 | 56.0 | 4.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 49390 | zhiwuyuan_aq | 2018-03-30 10:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49391 | zhiwuyuan_aq | 2018-03-30 11:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49392 | zhiwuyuan_aq | 2018-03-30 12:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49393 | zhiwuyuan_aq | 2018-03-30 13:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49394 | zhiwuyuan_aq | 2018-03-30 14:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49395 | zhiwuyuan_aq | 2018-03-30 15:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49396 | zhiwuyuan_aq | 2018-03-30 16:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49397 | zhiwuyuan_aq | 2018-03-30 17:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49398 | zhiwuyuan_aq | 2018-03-30 18:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49399 | zhiwuyuan_aq | 2018-03-30 19:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49400 | zhiwuyuan_aq | 2018-03-30 20:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49401 | zhiwuyuan_aq | 2018-03-30 21:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49402 | zhiwuyuan_aq | 2018-03-30 22:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49403 | zhiwuyuan_aq | 2018-03-30 23:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49404 | zhiwuyuan_aq | 2018-03-31 00:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49405 | zhiwuyuan_aq | 2018-03-31 01:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49406 | zhiwuyuan_aq | 2018-03-31 02:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49407 | zhiwuyuan_aq | 2018-03-31 03:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49408 | zhiwuyuan_aq | 2018-03-31 04:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49409 | zhiwuyuan_aq | 2018-03-31 05:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49410 | zhiwuyuan_aq | 2018-03-31 06:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49411 | zhiwuyuan_aq | 2018-03-31 07:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49412 | zhiwuyuan_aq | 2018-03-31 08:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49413 | zhiwuyuan_aq | 2018-03-31 09:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49414 | zhiwuyuan_aq | 2018-03-31 10:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49415 | zhiwuyuan_aq | 2018-03-31 11:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49416 | zhiwuyuan_aq | 2018-03-31 12:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49417 | zhiwuyuan_aq | 2018-03-31 13:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49418 | zhiwuyuan_aq | 2018-03-31 14:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49419 | zhiwuyuan_aq | 2018-03-31 15:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
49420 rows × 8 columns
In [5]:
beji_aqi_sta=pd.read_csv(path+"Beijing_AirQuality_Stations_en.xlsx")
--------------------------------------------------------------------------- UnicodeDecodeError Traceback (most recent call last) <ipython-input-5-635ed99cc902> in <module>() ----> 1 beji_aqi_sta=pd.read_csv(path+"Beijing_AirQuality_Stations_en.xlsx") ~/.local/lib/python3.5/site-packages/pandas/io/parsers.py in parser_f(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision) 707 skip_blank_lines=skip_blank_lines) 708 --> 709 return _read(filepath_or_buffer, kwds) 710 711 parser_f.__name__ = name ~/.local/lib/python3.5/site-packages/pandas/io/parsers.py in _read(filepath_or_buffer, kwds) 447 448 # Create the parser. --> 449 parser = TextFileReader(filepath_or_buffer, **kwds) 450 451 if chunksize or iterator: ~/.local/lib/python3.5/site-packages/pandas/io/parsers.py in __init__(self, f, engine, **kwds) 816 self.options['has_index_names'] = kwds['has_index_names'] 817 --> 818 self._make_engine(self.engine) 819 820 def close(self): ~/.local/lib/python3.5/site-packages/pandas/io/parsers.py in _make_engine(self, engine) 1047 def _make_engine(self, engine='c'): 1048 if engine == 'c': -> 1049 self._engine = CParserWrapper(self.f, **self.options) 1050 else: 1051 if engine == 'python': ~/.local/lib/python3.5/site-packages/pandas/io/parsers.py in __init__(self, src, **kwds) 1693 kwds['allow_leading_cols'] = self.index_col is not False 1694 -> 1695 self._reader = parsers.TextReader(src, **kwds) 1696 1697 # XXX pandas/_libs/parsers.pyx in pandas._libs.parsers.TextReader.__cinit__() pandas/_libs/parsers.pyx in pandas._libs.parsers.TextReader._get_header() UnicodeDecodeError: 'utf-8' codec can't decode bytes in position 0-1: invalid continuation byte
In [6]:
Lodon_aqi=pd.read_csv(path+"London_historical_aqi_forecast_stations_20180331.csv")
Lodon_aqi
Out[6]:
| Unnamed: 0 | MeasurementDateGMT | station_id | PM2.5 (ug/m3) | PM10 (ug/m3) | NO2 (ug/m3) | |
|---|---|---|---|---|---|---|
| 0 | 0 | 2017/1/1 0:00 | CD1 | 40.0 | 44.4 | 36.6 |
| 1 | 1 | 2017/1/1 1:00 | CD1 | 31.6 | 34.4 | 46.2 |
| 2 | 2 | 2017/1/1 2:00 | CD1 | 24.7 | 28.1 | 38.3 |
| 3 | 3 | 2017/1/1 3:00 | CD1 | 21.2 | 24.5 | 32.8 |
| 4 | 4 | 2017/1/1 4:00 | CD1 | 24.9 | 23.0 | 28.1 |
| 5 | 5 | 2017/1/1 5:00 | CD1 | 24.6 | 23.9 | 29.3 |
| 6 | 6 | 2017/1/1 6:00 | CD1 | 23.9 | 22.0 | 28.8 |
| 7 | 7 | 2017/1/1 7:00 | CD1 | 22.0 | 22.9 | 34.6 |
| 8 | 8 | 2017/1/1 8:00 | CD1 | 19.0 | 20.1 | 44.6 |
| 9 | 9 | 2017/1/1 9:00 | CD1 | 19.9 | 24.4 | 55.3 |
| 10 | 10 | 2017/1/1 10:00 | CD1 | 16.6 | 17.5 | 46.4 |
| 11 | 11 | 2017/1/1 11:00 | CD1 | 14.5 | 14.6 | 42.5 |
| 12 | 12 | 2017/1/1 12:00 | CD1 | 11.0 | 13.9 | 44.5 |
| 13 | 13 | 2017/1/1 13:00 | CD1 | 13.9 | 13.4 | 53.6 |
| 14 | 14 | 2017/1/1 14:00 | CD1 | 8.3 | 8.6 | 61.4 |
| 15 | 15 | 2017/1/1 15:00 | CD1 | 7.3 | 6.1 | 57.9 |
| 16 | 16 | 2017/1/1 16:00 | CD1 | 4.9 | 6.1 | 46.0 |
| 17 | 17 | 2017/1/1 17:00 | CD1 | 4.6 | 8.1 | 96.5 |
| 18 | 18 | 2017/1/1 18:00 | CD1 | 8.3 | 7.3 | 64.2 |
| 19 | 19 | 2017/1/1 19:00 | CD1 | 7.3 | 8.9 | 59.7 |
| 20 | 20 | 2017/1/1 20:00 | CD1 | 7.8 | 11.3 | 61.3 |
| 21 | 21 | 2017/1/1 21:00 | CD1 | 11.1 | 9.8 | 57.0 |
| 22 | 22 | 2017/1/1 22:00 | CD1 | 7.1 | 13.0 | 50.9 |
| 23 | 23 | 2017/1/1 23:00 | CD1 | 6.8 | 11.4 | 40.2 |
| 24 | 24 | 2017/1/2 0:00 | CD1 | 6.2 | 7.3 | 33.9 |
| 25 | 25 | 2017/1/2 1:00 | CD1 | 9.0 | 9.9 | 21.7 |
| 26 | 26 | 2017/1/2 2:00 | CD1 | 8.2 | 6.4 | 19.5 |
| 27 | 27 | 2017/1/2 3:00 | CD1 | 7.0 | 9.1 | 18.8 |
| 28 | 28 | 2017/1/2 4:00 | CD1 | 6.7 | 8.6 | 19.7 |
| 29 | 29 | 2017/1/2 5:00 | CD1 | 7.4 | 13.3 | 27.7 |
| ... | ... | ... | ... | ... | ... | ... |
| 141631 | 10867 | 2018/3/29 19:00 | TH4 | 8.5 | 16.7 | 85.9 |
| 141632 | 10868 | 2018/3/29 20:00 | TH4 | 8.8 | 19.4 | 89.6 |
| 141633 | 10869 | 2018/3/29 21:00 | TH4 | 8.8 | 17.9 | 82.4 |
| 141634 | 10870 | 2018/3/29 22:00 | TH4 | 5.0 | 14.5 | 61.8 |
| 141635 | 10871 | 2018/3/29 23:00 | TH4 | 4.6 | 14.2 | 67.6 |
| 141636 | 10872 | 2018/3/30 0:00 | TH4 | 4.8 | 11.8 | 55.4 |
| 141637 | 10873 | 2018/3/30 1:00 | TH4 | 2.0 | 11.4 | 47.4 |
| 141638 | 10874 | 2018/3/30 2:00 | TH4 | 4.2 | 13.5 | 51.4 |
| 141639 | 10875 | 2018/3/30 3:00 | TH4 | 3.1 | 13.8 | 45.8 |
| 141640 | 10876 | 2018/3/30 4:00 | TH4 | 5.0 | 12.6 | 45.4 |
| 141641 | 10877 | 2018/3/30 5:00 | TH4 | 4.4 | 13.1 | 45.6 |
| 141642 | 10878 | 2018/3/30 6:00 | TH4 | 8.2 | 14.6 | 47.4 |
| 141643 | 10879 | 2018/3/30 7:00 | TH4 | 8.2 | 18.3 | 36.6 |
| 141644 | 10880 | 2018/3/30 8:00 | TH4 | 9.0 | 15.6 | 35.0 |
| 141645 | 10881 | 2018/3/30 9:00 | TH4 | 9.1 | 17.7 | 38.0 |
| 141646 | 10882 | 2018/3/30 10:00 | TH4 | 10.3 | 12.7 | 35.3 |
| 141647 | 10883 | 2018/3/30 11:00 | TH4 | 12.0 | 13.2 | 29.4 |
| 141648 | 10884 | 2018/3/30 12:00 | TH4 | 9.1 | 13.5 | 26.2 |
| 141649 | 10885 | 2018/3/30 13:00 | TH4 | 7.7 | 15.0 | 35.3 |
| 141650 | 10886 | 2018/3/30 14:00 | TH4 | 7.0 | 12.2 | 36.6 |
| 141651 | 10887 | 2018/3/30 15:00 | TH4 | 6.4 | 11.0 | 30.9 |
| 141652 | 10888 | 2018/3/30 16:00 | TH4 | 6.4 | 14.0 | 39.8 |
| 141653 | 10889 | 2018/3/30 17:00 | TH4 | 14.4 | 16.6 | 55.2 |
| 141654 | 10890 | 2018/3/30 18:00 | TH4 | 11.2 | 18.8 | 63.3 |
| 141655 | 10891 | 2018/3/30 19:00 | TH4 | 6.3 | 16.1 | 67.7 |
| 141656 | 10892 | 2018/3/30 20:00 | TH4 | 3.5 | 11.2 | 44.3 |
| 141657 | 10893 | 2018/3/30 21:00 | TH4 | 4.7 | 12.3 | 52.8 |
| 141658 | 10894 | 2018/3/30 22:00 | TH4 | 5.4 | 14.0 | 54.7 |
| 141659 | 10895 | 2018/3/30 23:00 | TH4 | 8.9 | 16.5 | 47.0 |
| 141660 | 10896 | 2018/3/31 0:00 | TH4 | NaN | NaN | NaN |
141661 rows × 6 columns
In [7]:
Lodon_aqi.isnull().sum()
Out[7]:
Unnamed: 0 0 MeasurementDateGMT 0 station_id 0 PM2.5 (ug/m3) 18676 PM10 (ug/m3) 14553 NO2 (ug/m3) 25445 dtype: int64
In [8]:
#import xlrd
import csv
import pandas as pd
def xlsx_to_csv_pd():
data_xls = pd.read_excel(path+'Beijing_AirQuality_Stations_en.xlsx', index_col=0)
data_xls.to_csv('Beijing_AirQuality_Stations.csv', encoding='utf-8')
if __name__ == '__main__':
xlsx_to_csv_pd()
In [9]:
pd.read_csv(path+"London_historical_aqi_other_stations_20180331.csv")
/home/paslab/.local/lib/python3.5/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (0,1) have mixed types. Specify dtype option on import or set low_memory=False. interactivity=interactivity, compiler=compiler, result=result)
Out[9]:
| Station_ID | MeasurementDateGMT | PM2.5 (ug/m3) | PM10 (ug/m3) | NO2 (ug/m3) | Unnamed: 5 | Unnamed: 6 | |
|---|---|---|---|---|---|---|---|
| 0 | LH0 | 2017/1/1 0:00 | 30.2 | 34.6 | 15.9 | NaN | NaN |
| 1 | LH0 | 2017/1/1 1:00 | 25.4 | 29.2 | 11.8 | NaN | NaN |
| 2 | LH0 | 2017/1/1 2:00 | 24.7 | 28.1 | 11.6 | NaN | NaN |
| 3 | LH0 | 2017/1/1 3:00 | 23.6 | 27.0 | 13.0 | NaN | NaN |
| 4 | LH0 | 2017/1/1 4:00 | 24.2 | 27.4 | 27.1 | NaN | NaN |
| 5 | LH0 | 2017/1/1 5:00 | 22.8 | 26.0 | 22.9 | NaN | NaN |
| 6 | LH0 | 2017/1/1 6:00 | 21.6 | 24.8 | 26.8 | NaN | NaN |
| 7 | LH0 | 2017/1/1 7:00 | 19.9 | 23.1 | 39.4 | NaN | NaN |
| 8 | LH0 | 2017/1/1 8:00 | 18.3 | 21.3 | 41.6 | NaN | NaN |
| 9 | LH0 | 2017/1/1 9:00 | 16.3 | 19.5 | 44.1 | NaN | NaN |
| 10 | LH0 | 2017/1/1 10:00 | 13.3 | 16.2 | 49.1 | NaN | NaN |
| 11 | LH0 | 2017/1/1 11:00 | 9.4 | 11.6 | 45.2 | NaN | NaN |
| 12 | LH0 | 2017/1/1 12:00 | 6.1 | 8.5 | 41.4 | NaN | NaN |
| 13 | LH0 | 2017/1/1 13:00 | 6.7 | 13.4 | 53.6 | NaN | NaN |
| 14 | LH0 | 2017/1/1 14:00 | 2.1 | 4.6 | 11.7 | NaN | NaN |
| 15 | LH0 | 2017/1/1 15:00 | 0.9 | 2.0 | 12.1 | NaN | NaN |
| 16 | LH0 | 2017/1/1 16:00 | 1.1 | 2.1 | 12.0 | NaN | NaN |
| 17 | LH0 | 2017/1/1 17:00 | 1.0 | 2.0 | 13.5 | NaN | NaN |
| 18 | LH0 | 2017/1/1 18:00 | 1.5 | 2.5 | 14.6 | NaN | NaN |
| 19 | LH0 | 2017/1/1 19:00 | 2.1 | 3.6 | 14.7 | NaN | NaN |
| 20 | LH0 | 2017/1/1 20:00 | 2.9 | 4.8 | 15.5 | NaN | NaN |
| 21 | LH0 | 2017/1/1 21:00 | 4.5 | 6.9 | 14.0 | NaN | NaN |
| 22 | LH0 | 2017/1/1 22:00 | 4.9 | 7.8 | 11.6 | NaN | NaN |
| 23 | LH0 | 2017/1/1 23:00 | 5.9 | 9.3 | 11.8 | NaN | NaN |
| 24 | LH0 | 2017/1/2 0:00 | 5.1 | 8.4 | 9.6 | NaN | NaN |
| 25 | LH0 | 2017/1/2 1:00 | 4.5 | 7.7 | 6.9 | NaN | NaN |
| 26 | LH0 | 2017/1/2 2:00 | 4.3 | 7.7 | 7.3 | NaN | NaN |
| 27 | LH0 | 2017/1/2 3:00 | 4.9 | 8.4 | 6.5 | NaN | NaN |
| 28 | LH0 | 2017/1/2 4:00 | 6.7 | 10.8 | 7.1 | NaN | NaN |
| 29 | LH0 | 2017/1/2 5:00 | 7.0 | 13.1 | 15.3 | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 141603 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141604 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141605 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141606 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141607 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141608 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141609 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141610 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141611 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141612 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141613 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141614 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141615 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141616 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141617 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141618 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141619 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141620 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141621 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141622 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141623 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141624 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141625 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141626 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141627 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141628 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141629 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141630 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141631 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 141632 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
141633 rows × 7 columns
Geograhy
In [10]:
pd.read_csv(path+"London_grid_weather_station.csv")
Out[10]:
| london_grid_000 | 50.5 | -2 | |
|---|---|---|---|
| 0 | london_grid_001 | 50.6 | -2.0 |
| 1 | london_grid_002 | 50.7 | -2.0 |
| 2 | london_grid_003 | 50.8 | -2.0 |
| 3 | london_grid_004 | 50.9 | -2.0 |
| 4 | london_grid_005 | 51.0 | -2.0 |
| 5 | london_grid_006 | 51.1 | -2.0 |
| 6 | london_grid_007 | 51.2 | -2.0 |
| 7 | london_grid_008 | 51.3 | -2.0 |
| 8 | london_grid_009 | 51.4 | -2.0 |
| 9 | london_grid_010 | 51.5 | -2.0 |
| 10 | london_grid_011 | 51.6 | -2.0 |
| 11 | london_grid_012 | 51.7 | -2.0 |
| 12 | london_grid_013 | 51.8 | -2.0 |
| 13 | london_grid_014 | 51.9 | -2.0 |
| 14 | london_grid_015 | 52.0 | -2.0 |
| 15 | london_grid_016 | 52.1 | -2.0 |
| 16 | london_grid_017 | 52.2 | -2.0 |
| 17 | london_grid_018 | 52.3 | -2.0 |
| 18 | london_grid_019 | 52.4 | -2.0 |
| 19 | london_grid_020 | 52.5 | -2.0 |
| 20 | london_grid_021 | 50.5 | -1.9 |
| 21 | london_grid_022 | 50.6 | -1.9 |
| 22 | london_grid_023 | 50.7 | -1.9 |
| 23 | london_grid_024 | 50.8 | -1.9 |
| 24 | london_grid_025 | 50.9 | -1.9 |
| 25 | london_grid_026 | 51.0 | -1.9 |
| 26 | london_grid_027 | 51.1 | -1.9 |
| 27 | london_grid_028 | 51.2 | -1.9 |
| 28 | london_grid_029 | 51.3 | -1.9 |
| 29 | london_grid_030 | 51.4 | -1.9 |
| ... | ... | ... | ... |
| 830 | london_grid_831 | 51.7 | 1.9 |
| 831 | london_grid_832 | 51.8 | 1.9 |
| 832 | london_grid_833 | 51.9 | 1.9 |
| 833 | london_grid_834 | 52.0 | 1.9 |
| 834 | london_grid_835 | 52.1 | 1.9 |
| 835 | london_grid_836 | 52.2 | 1.9 |
| 836 | london_grid_837 | 52.3 | 1.9 |
| 837 | london_grid_838 | 52.4 | 1.9 |
| 838 | london_grid_839 | 52.5 | 1.9 |
| 839 | london_grid_840 | 50.5 | 2.0 |
| 840 | london_grid_841 | 50.6 | 2.0 |
| 841 | london_grid_842 | 50.7 | 2.0 |
| 842 | london_grid_843 | 50.8 | 2.0 |
| 843 | london_grid_844 | 50.9 | 2.0 |
| 844 | london_grid_845 | 51.0 | 2.0 |
| 845 | london_grid_846 | 51.1 | 2.0 |
| 846 | london_grid_847 | 51.2 | 2.0 |
| 847 | london_grid_848 | 51.3 | 2.0 |
| 848 | london_grid_849 | 51.4 | 2.0 |
| 849 | london_grid_850 | 51.5 | 2.0 |
| 850 | london_grid_851 | 51.6 | 2.0 |
| 851 | london_grid_852 | 51.7 | 2.0 |
| 852 | london_grid_853 | 51.8 | 2.0 |
| 853 | london_grid_854 | 51.9 | 2.0 |
| 854 | london_grid_855 | 52.0 | 2.0 |
| 855 | london_grid_856 | 52.1 | 2.0 |
| 856 | london_grid_857 | 52.2 | 2.0 |
| 857 | london_grid_858 | 52.3 | 2.0 |
| 858 | london_grid_859 | 52.4 | 2.0 |
| 859 | london_grid_860 | 52.5 | 2.0 |
860 rows × 3 columns
In [11]:
pd.read_csv(path+"Beijing_grid_weather_station.csv")
Out[11]:
| beijing_grid_000 | 39 | 115 | |
|---|---|---|---|
| 0 | beijing_grid_001 | 39.1 | 115.0 |
| 1 | beijing_grid_002 | 39.2 | 115.0 |
| 2 | beijing_grid_003 | 39.3 | 115.0 |
| 3 | beijing_grid_004 | 39.4 | 115.0 |
| 4 | beijing_grid_005 | 39.5 | 115.0 |
| 5 | beijing_grid_006 | 39.6 | 115.0 |
| 6 | beijing_grid_007 | 39.7 | 115.0 |
| 7 | beijing_grid_008 | 39.8 | 115.0 |
| 8 | beijing_grid_009 | 39.9 | 115.0 |
| 9 | beijing_grid_010 | 40.0 | 115.0 |
| 10 | beijing_grid_011 | 40.1 | 115.0 |
| 11 | beijing_grid_012 | 40.2 | 115.0 |
| 12 | beijing_grid_013 | 40.3 | 115.0 |
| 13 | beijing_grid_014 | 40.4 | 115.0 |
| 14 | beijing_grid_015 | 40.5 | 115.0 |
| 15 | beijing_grid_016 | 40.6 | 115.0 |
| 16 | beijing_grid_017 | 40.7 | 115.0 |
| 17 | beijing_grid_018 | 40.8 | 115.0 |
| 18 | beijing_grid_019 | 40.9 | 115.0 |
| 19 | beijing_grid_020 | 41.0 | 115.0 |
| 20 | beijing_grid_021 | 39.0 | 115.1 |
| 21 | beijing_grid_022 | 39.1 | 115.1 |
| 22 | beijing_grid_023 | 39.2 | 115.1 |
| 23 | beijing_grid_024 | 39.3 | 115.1 |
| 24 | beijing_grid_025 | 39.4 | 115.1 |
| 25 | beijing_grid_026 | 39.5 | 115.1 |
| 26 | beijing_grid_027 | 39.6 | 115.1 |
| 27 | beijing_grid_028 | 39.7 | 115.1 |
| 28 | beijing_grid_029 | 39.8 | 115.1 |
| 29 | beijing_grid_030 | 39.9 | 115.1 |
| ... | ... | ... | ... |
| 620 | beijing_grid_621 | 40.2 | 117.9 |
| 621 | beijing_grid_622 | 40.3 | 117.9 |
| 622 | beijing_grid_623 | 40.4 | 117.9 |
| 623 | beijing_grid_624 | 40.5 | 117.9 |
| 624 | beijing_grid_625 | 40.6 | 117.9 |
| 625 | beijing_grid_626 | 40.7 | 117.9 |
| 626 | beijing_grid_627 | 40.8 | 117.9 |
| 627 | beijing_grid_628 | 40.9 | 117.9 |
| 628 | beijing_grid_629 | 41.0 | 117.9 |
| 629 | beijing_grid_630 | 39.0 | 118.0 |
| 630 | beijing_grid_631 | 39.1 | 118.0 |
| 631 | beijing_grid_632 | 39.2 | 118.0 |
| 632 | beijing_grid_633 | 39.3 | 118.0 |
| 633 | beijing_grid_634 | 39.4 | 118.0 |
| 634 | beijing_grid_635 | 39.5 | 118.0 |
| 635 | beijing_grid_636 | 39.6 | 118.0 |
| 636 | beijing_grid_637 | 39.7 | 118.0 |
| 637 | beijing_grid_638 | 39.8 | 118.0 |
| 638 | beijing_grid_639 | 39.9 | 118.0 |
| 639 | beijing_grid_640 | 40.0 | 118.0 |
| 640 | beijing_grid_641 | 40.1 | 118.0 |
| 641 | beijing_grid_642 | 40.2 | 118.0 |
| 642 | beijing_grid_643 | 40.3 | 118.0 |
| 643 | beijing_grid_644 | 40.4 | 118.0 |
| 644 | beijing_grid_645 | 40.5 | 118.0 |
| 645 | beijing_grid_646 | 40.6 | 118.0 |
| 646 | beijing_grid_647 | 40.7 | 118.0 |
| 647 | beijing_grid_648 | 40.8 | 118.0 |
| 648 | beijing_grid_649 | 40.9 | 118.0 |
| 649 | beijing_grid_650 | 41.0 | 118.0 |
650 rows × 3 columns
In [12]:
pd.read_csv(path+"London_grid_weather_station.csv")
Out[12]:
| london_grid_000 | 50.5 | -2 | |
|---|---|---|---|
| 0 | london_grid_001 | 50.6 | -2.0 |
| 1 | london_grid_002 | 50.7 | -2.0 |
| 2 | london_grid_003 | 50.8 | -2.0 |
| 3 | london_grid_004 | 50.9 | -2.0 |
| 4 | london_grid_005 | 51.0 | -2.0 |
| 5 | london_grid_006 | 51.1 | -2.0 |
| 6 | london_grid_007 | 51.2 | -2.0 |
| 7 | london_grid_008 | 51.3 | -2.0 |
| 8 | london_grid_009 | 51.4 | -2.0 |
| 9 | london_grid_010 | 51.5 | -2.0 |
| 10 | london_grid_011 | 51.6 | -2.0 |
| 11 | london_grid_012 | 51.7 | -2.0 |
| 12 | london_grid_013 | 51.8 | -2.0 |
| 13 | london_grid_014 | 51.9 | -2.0 |
| 14 | london_grid_015 | 52.0 | -2.0 |
| 15 | london_grid_016 | 52.1 | -2.0 |
| 16 | london_grid_017 | 52.2 | -2.0 |
| 17 | london_grid_018 | 52.3 | -2.0 |
| 18 | london_grid_019 | 52.4 | -2.0 |
| 19 | london_grid_020 | 52.5 | -2.0 |
| 20 | london_grid_021 | 50.5 | -1.9 |
| 21 | london_grid_022 | 50.6 | -1.9 |
| 22 | london_grid_023 | 50.7 | -1.9 |
| 23 | london_grid_024 | 50.8 | -1.9 |
| 24 | london_grid_025 | 50.9 | -1.9 |
| 25 | london_grid_026 | 51.0 | -1.9 |
| 26 | london_grid_027 | 51.1 | -1.9 |
| 27 | london_grid_028 | 51.2 | -1.9 |
| 28 | london_grid_029 | 51.3 | -1.9 |
| 29 | london_grid_030 | 51.4 | -1.9 |
| ... | ... | ... | ... |
| 830 | london_grid_831 | 51.7 | 1.9 |
| 831 | london_grid_832 | 51.8 | 1.9 |
| 832 | london_grid_833 | 51.9 | 1.9 |
| 833 | london_grid_834 | 52.0 | 1.9 |
| 834 | london_grid_835 | 52.1 | 1.9 |
| 835 | london_grid_836 | 52.2 | 1.9 |
| 836 | london_grid_837 | 52.3 | 1.9 |
| 837 | london_grid_838 | 52.4 | 1.9 |
| 838 | london_grid_839 | 52.5 | 1.9 |
| 839 | london_grid_840 | 50.5 | 2.0 |
| 840 | london_grid_841 | 50.6 | 2.0 |
| 841 | london_grid_842 | 50.7 | 2.0 |
| 842 | london_grid_843 | 50.8 | 2.0 |
| 843 | london_grid_844 | 50.9 | 2.0 |
| 844 | london_grid_845 | 51.0 | 2.0 |
| 845 | london_grid_846 | 51.1 | 2.0 |
| 846 | london_grid_847 | 51.2 | 2.0 |
| 847 | london_grid_848 | 51.3 | 2.0 |
| 848 | london_grid_849 | 51.4 | 2.0 |
| 849 | london_grid_850 | 51.5 | 2.0 |
| 850 | london_grid_851 | 51.6 | 2.0 |
| 851 | london_grid_852 | 51.7 | 2.0 |
| 852 | london_grid_853 | 51.8 | 2.0 |
| 853 | london_grid_854 | 51.9 | 2.0 |
| 854 | london_grid_855 | 52.0 | 2.0 |
| 855 | london_grid_856 | 52.1 | 2.0 |
| 856 | london_grid_857 | 52.2 | 2.0 |
| 857 | london_grid_858 | 52.3 | 2.0 |
| 858 | london_grid_859 | 52.4 | 2.0 |
| 859 | london_grid_860 | 52.5 | 2.0 |
860 rows × 3 columns
In [13]:
pd.read_csv(path+"Beijing_historical_meo_grid.csv")
Out[13]:
| stationName | longitude | latitude | utc_time | temperature | pressure | humidity | wind_direction | wind_speed/kph | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | beijing_grid_000 | 115.0 | 39.0 | 2017-01-01 00:00:00 | -5.47 | 984.73 | 76.60 | 53.71 | 3.53 |
| 1 | beijing_grid_001 | 115.0 | 39.1 | 2017-01-01 00:00:00 | -5.53 | 979.33 | 75.40 | 43.59 | 3.11 |
| 2 | beijing_grid_002 | 115.0 | 39.2 | 2017-01-01 00:00:00 | -5.70 | 963.14 | 71.80 | 0.97 | 2.75 |
| 3 | beijing_grid_003 | 115.0 | 39.3 | 2017-01-01 00:00:00 | -5.88 | 946.94 | 68.20 | 327.65 | 3.84 |
| 4 | beijing_grid_004 | 115.0 | 39.4 | 2017-01-01 00:00:00 | -5.34 | 928.80 | 58.81 | 317.85 | 6.14 |
| 5 | beijing_grid_005 | 115.0 | 39.5 | 2017-01-01 00:00:00 | -4.81 | 910.66 | 49.43 | 313.46 | 8.52 |
| 6 | beijing_grid_006 | 115.0 | 39.6 | 2017-01-01 00:00:00 | -4.98 | 889.48 | 45.64 | 309.89 | 10.05 |
| 7 | beijing_grid_007 | 115.0 | 39.7 | 2017-01-01 00:00:00 | -5.49 | 866.77 | 44.66 | 306.63 | 11.16 |
| 8 | beijing_grid_008 | 115.0 | 39.8 | 2017-01-01 00:00:00 | -6.17 | 853.42 | 46.57 | 299.83 | 11.28 |
| 9 | beijing_grid_009 | 115.0 | 39.9 | 2017-01-01 00:00:00 | -7.17 | 858.79 | 54.29 | 281.74 | 9.98 |
| 10 | beijing_grid_010 | 115.0 | 40.0 | 2017-01-01 00:00:00 | -8.17 | 864.16 | 62.00 | 260.98 | 9.88 |
| 11 | beijing_grid_011 | 115.0 | 40.1 | 2017-01-01 00:00:00 | -6.76 | 876.30 | 57.20 | 247.27 | 11.31 |
| 12 | beijing_grid_012 | 115.0 | 40.2 | 2017-01-01 00:00:00 | -5.36 | 888.44 | 52.40 | 237.08 | 13.24 |
| 13 | beijing_grid_013 | 115.0 | 40.3 | 2017-01-01 00:00:00 | -4.82 | 900.98 | 51.40 | 239.28 | 11.96 |
| 14 | beijing_grid_014 | 115.0 | 40.4 | 2017-01-01 00:00:00 | -4.71 | 913.71 | 52.30 | 250.54 | 9.22 |
| 15 | beijing_grid_015 | 115.0 | 40.5 | 2017-01-01 00:00:00 | -4.75 | 922.50 | 52.79 | 269.04 | 6.78 |
| 16 | beijing_grid_016 | 115.0 | 40.6 | 2017-01-01 00:00:00 | -5.08 | 923.38 | 52.44 | 302.43 | 5.00 |
| 17 | beijing_grid_017 | 115.0 | 40.7 | 2017-01-01 00:00:00 | -5.41 | 924.27 | 52.10 | 343.16 | 5.72 |
| 18 | beijing_grid_018 | 115.0 | 40.8 | 2017-01-01 00:00:00 | -6.45 | 905.98 | 52.74 | 324.80 | 5.15 |
| 19 | beijing_grid_019 | 115.0 | 40.9 | 2017-01-01 00:00:00 | -7.48 | 887.69 | 53.39 | 304.51 | 5.19 |
| 20 | beijing_grid_020 | 115.0 | 41.0 | 2017-01-01 00:00:00 | -7.83 | 881.60 | 53.60 | 298.12 | 5.35 |
| 21 | beijing_grid_021 | 115.1 | 39.0 | 2017-01-01 00:00:00 | -5.45 | 987.94 | 77.35 | 58.56 | 3.64 |
| 22 | beijing_grid_022 | 115.1 | 39.1 | 2017-01-01 00:00:00 | -5.51 | 983.02 | 76.21 | 50.52 | 3.17 |
| 23 | beijing_grid_023 | 115.1 | 39.2 | 2017-01-01 00:00:00 | -5.71 | 968.24 | 72.78 | 11.10 | 2.40 |
| 24 | beijing_grid_024 | 115.1 | 39.3 | 2017-01-01 00:00:00 | -5.90 | 953.47 | 69.36 | 330.71 | 3.10 |
| 25 | beijing_grid_025 | 115.1 | 39.4 | 2017-01-01 00:00:00 | -5.46 | 934.70 | 60.79 | 318.81 | 5.34 |
| 26 | beijing_grid_026 | 115.1 | 39.5 | 2017-01-01 00:00:00 | -5.01 | 915.94 | 52.22 | 314.02 | 7.67 |
| 27 | beijing_grid_027 | 115.1 | 39.6 | 2017-01-01 00:00:00 | -5.04 | 896.41 | 47.78 | 310.47 | 9.33 |
| 28 | beijing_grid_028 | 115.1 | 39.7 | 2017-01-01 00:00:00 | -5.32 | 876.51 | 45.40 | 307.44 | 10.68 |
| 29 | beijing_grid_029 | 115.1 | 39.8 | 2017-01-01 00:00:00 | -5.86 | 863.21 | 46.22 | 300.78 | 11.01 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 7034676 | beijing_grid_621 | 117.9 | 40.2 | 2018-03-27 05:00:00 | 22.69 | 985.53 | 31.77 | 201.38 | 14.97 |
| 7034677 | beijing_grid_622 | 117.9 | 40.3 | 2018-03-27 05:00:00 | 21.88 | 970.68 | 31.89 | 199.32 | 14.71 |
| 7034678 | beijing_grid_623 | 117.9 | 40.4 | 2018-03-27 05:00:00 | 21.03 | 950.44 | 31.57 | 197.29 | 14.03 |
| 7034679 | beijing_grid_624 | 117.9 | 40.5 | 2018-03-27 05:00:00 | 20.76 | 938.21 | 30.39 | 196.51 | 13.90 |
| 7034680 | beijing_grid_625 | 117.9 | 40.6 | 2018-03-27 05:00:00 | 21.66 | 942.01 | 27.50 | 198.39 | 14.87 |
| 7034681 | beijing_grid_626 | 117.9 | 40.7 | 2018-03-27 05:00:00 | 22.55 | 945.81 | 24.61 | 200.04 | 15.85 |
| 7034682 | beijing_grid_627 | 117.9 | 40.8 | 2018-03-27 05:00:00 | 22.66 | 944.54 | 23.21 | 208.02 | 17.13 |
| 7034683 | beijing_grid_628 | 117.9 | 40.9 | 2018-03-27 05:00:00 | 22.78 | 943.28 | 21.82 | 214.79 | 18.69 |
| 7034684 | beijing_grid_629 | 117.9 | 41.0 | 2018-03-27 05:00:00 | 22.82 | 942.85 | 21.35 | 216.79 | 19.27 |
| 7034685 | beijing_grid_630 | 118.0 | 39.0 | 2018-03-27 05:00:00 | 12.92 | 1006.22 | 64.88 | 186.68 | 21.87 |
| 7034686 | beijing_grid_631 | 118.0 | 39.1 | 2018-03-27 05:00:00 | 13.83 | 1006.12 | 62.22 | 187.76 | 21.84 |
| 7034687 | beijing_grid_632 | 118.0 | 39.2 | 2018-03-27 05:00:00 | 16.54 | 1005.80 | 54.24 | 190.98 | 21.82 |
| 7034688 | beijing_grid_633 | 118.0 | 39.3 | 2018-03-27 05:00:00 | 19.26 | 1005.48 | 46.25 | 194.20 | 21.87 |
| 7034689 | beijing_grid_634 | 118.0 | 39.4 | 2018-03-27 05:00:00 | 22.16 | 1005.15 | 38.41 | 198.41 | 21.41 |
| 7034690 | beijing_grid_635 | 118.0 | 39.5 | 2018-03-27 05:00:00 | 25.05 | 1004.83 | 30.56 | 202.79 | 21.08 |
| 7034691 | beijing_grid_636 | 118.0 | 39.6 | 2018-03-27 05:00:00 | 25.77 | 1004.40 | 27.31 | 204.97 | 20.04 |
| 7034692 | beijing_grid_637 | 118.0 | 39.7 | 2018-03-27 05:00:00 | 25.84 | 1003.93 | 26.35 | 206.15 | 18.61 |
| 7034693 | beijing_grid_638 | 118.0 | 39.8 | 2018-03-27 05:00:00 | 25.67 | 1002.11 | 26.35 | 206.98 | 17.12 |
| 7034694 | beijing_grid_639 | 118.0 | 39.9 | 2018-03-27 05:00:00 | 25.00 | 997.59 | 28.25 | 206.78 | 15.51 |
| 7034695 | beijing_grid_640 | 118.0 | 40.0 | 2018-03-27 05:00:00 | 24.06 | 993.07 | 30.15 | 206.53 | 13.89 |
| 7034696 | beijing_grid_641 | 118.0 | 40.1 | 2018-03-27 05:00:00 | 23.37 | 989.98 | 31.11 | 203.77 | 14.45 |
| 7034697 | beijing_grid_642 | 118.0 | 40.2 | 2018-03-27 05:00:00 | 22.68 | 986.90 | 32.06 | 201.23 | 15.03 |
| 7034698 | beijing_grid_643 | 118.0 | 40.3 | 2018-03-27 05:00:00 | 21.86 | 972.13 | 32.22 | 198.90 | 14.71 |
| 7034699 | beijing_grid_644 | 118.0 | 40.4 | 2018-03-27 05:00:00 | 20.98 | 951.51 | 31.98 | 196.40 | 13.95 |
| 7034700 | beijing_grid_645 | 118.0 | 40.5 | 2018-03-27 05:00:00 | 20.70 | 939.23 | 30.83 | 195.12 | 13.78 |
| 7034701 | beijing_grid_646 | 118.0 | 40.6 | 2018-03-27 05:00:00 | 21.64 | 943.63 | 27.87 | 196.62 | 14.79 |
| 7034702 | beijing_grid_647 | 118.0 | 40.7 | 2018-03-27 05:00:00 | 22.58 | 948.03 | 24.92 | 197.92 | 15.80 |
| 7034703 | beijing_grid_648 | 118.0 | 40.8 | 2018-03-27 05:00:00 | 22.64 | 945.85 | 23.57 | 206.12 | 16.94 |
| 7034704 | beijing_grid_649 | 118.0 | 40.9 | 2018-03-27 05:00:00 | 22.71 | 943.67 | 22.23 | 213.17 | 18.38 |
| 7034705 | beijing_grid_650 | 118.0 | 41.0 | 2018-03-27 05:00:00 | 22.73 | 942.95 | 21.78 | 215.27 | 18.91 |
7034706 rows × 9 columns
From here is the geographic EDA¶
The station in Beijin¶
In [14]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
In [15]:
beijingAqCsv = pd.read_csv('../ml_dataset/2018_kdd_cup_dataset/beijing_17_18_aq.csv')
air_station_beij = beijingAqCsv.groupby("stationId", sort=False)
In [16]:
air_station_beij.groups
Out[16]:
{'aotizhongxin_aq': Int64Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,
...
8876, 8877, 8878, 8879, 8880, 8881, 8882, 8883, 8884, 8885],
dtype='int64', length=8886),
'badaling_aq': Int64Index([ 8886, 8887, 8888, 8889, 8890, 8891, 8892, 8893, 8894,
8895,
...
17762, 17763, 17764, 17765, 17766, 17767, 17768, 17769, 17770,
17771],
dtype='int64', length=8886),
'beibuxinqu_aq': Int64Index([17772, 17773, 17774, 17775, 17776, 17777, 17778, 17779, 17780,
17781,
...
26648, 26649, 26650, 26651, 26652, 26653, 26654, 26655, 26656,
26657],
dtype='int64', length=8886),
'daxing_aq': Int64Index([26658, 26659, 26660, 26661, 26662, 26663, 26664, 26665, 26666,
26667,
...
35534, 35535, 35536, 35537, 35538, 35539, 35540, 35541, 35542,
35543],
dtype='int64', length=8886),
'dingling_aq': Int64Index([35544, 35545, 35546, 35547, 35548, 35549, 35550, 35551, 35552,
35553,
...
44420, 44421, 44422, 44423, 44424, 44425, 44426, 44427, 44428,
44429],
dtype='int64', length=8886),
'donggaocun_aq': Int64Index([44430, 44431, 44432, 44433, 44434, 44435, 44436, 44437, 44438,
44439,
...
53306, 53307, 53308, 53309, 53310, 53311, 53312, 53313, 53314,
53315],
dtype='int64', length=8886),
'dongsi_aq': Int64Index([53316, 53317, 53318, 53319, 53320, 53321, 53322, 53323, 53324,
53325,
...
62192, 62193, 62194, 62195, 62196, 62197, 62198, 62199, 62200,
62201],
dtype='int64', length=8886),
'dongsihuan_aq': Int64Index([62202, 62203, 62204, 62205, 62206, 62207, 62208, 62209, 62210,
62211,
...
71078, 71079, 71080, 71081, 71082, 71083, 71084, 71085, 71086,
71087],
dtype='int64', length=8886),
'fangshan_aq': Int64Index([71088, 71089, 71090, 71091, 71092, 71093, 71094, 71095, 71096,
71097,
...
79964, 79965, 79966, 79967, 79968, 79969, 79970, 79971, 79972,
79973],
dtype='int64', length=8886),
'fengtaihuayuan_aq': Int64Index([79974, 79975, 79976, 79977, 79978, 79979, 79980, 79981, 79982,
79983,
...
88850, 88851, 88852, 88853, 88854, 88855, 88856, 88857, 88858,
88859],
dtype='int64', length=8886),
'guanyuan_aq': Int64Index([88860, 88861, 88862, 88863, 88864, 88865, 88866, 88867, 88868,
88869,
...
97736, 97737, 97738, 97739, 97740, 97741, 97742, 97743, 97744,
97745],
dtype='int64', length=8886),
'gucheng_aq': Int64Index([ 97746, 97747, 97748, 97749, 97750, 97751, 97752, 97753,
97754, 97755,
...
106622, 106623, 106624, 106625, 106626, 106627, 106628, 106629,
106630, 106631],
dtype='int64', length=8886),
'huairou_aq': Int64Index([106632, 106633, 106634, 106635, 106636, 106637, 106638, 106639,
106640, 106641,
...
115508, 115509, 115510, 115511, 115512, 115513, 115514, 115515,
115516, 115517],
dtype='int64', length=8886),
'liulihe_aq': Int64Index([115518, 115519, 115520, 115521, 115522, 115523, 115524, 115525,
115526, 115527,
...
124394, 124395, 124396, 124397, 124398, 124399, 124400, 124401,
124402, 124403],
dtype='int64', length=8886),
'mentougou_aq': Int64Index([124404, 124405, 124406, 124407, 124408, 124409, 124410, 124411,
124412, 124413,
...
133280, 133281, 133282, 133283, 133284, 133285, 133286, 133287,
133288, 133289],
dtype='int64', length=8886),
'miyun_aq': Int64Index([133290, 133291, 133292, 133293, 133294, 133295, 133296, 133297,
133298, 133299,
...
142166, 142167, 142168, 142169, 142170, 142171, 142172, 142173,
142174, 142175],
dtype='int64', length=8886),
'miyunshuiku_aq': Int64Index([142176, 142177, 142178, 142179, 142180, 142181, 142182, 142183,
142184, 142185,
...
151052, 151053, 151054, 151055, 151056, 151057, 151058, 151059,
151060, 151061],
dtype='int64', length=8886),
'nansanhuan_aq': Int64Index([151062, 151063, 151064, 151065, 151066, 151067, 151068, 151069,
151070, 151071,
...
159938, 159939, 159940, 159941, 159942, 159943, 159944, 159945,
159946, 159947],
dtype='int64', length=8886),
'nongzhanguan_aq': Int64Index([159948, 159949, 159950, 159951, 159952, 159953, 159954, 159955,
159956, 159957,
...
168824, 168825, 168826, 168827, 168828, 168829, 168830, 168831,
168832, 168833],
dtype='int64', length=8886),
'pingchang_aq': Int64Index([168834, 168835, 168836, 168837, 168838, 168839, 168840, 168841,
168842, 168843,
...
177710, 177711, 177712, 177713, 177714, 177715, 177716, 177717,
177718, 177719],
dtype='int64', length=8886),
'pinggu_aq': Int64Index([177720, 177721, 177722, 177723, 177724, 177725, 177726, 177727,
177728, 177729,
...
186596, 186597, 186598, 186599, 186600, 186601, 186602, 186603,
186604, 186605],
dtype='int64', length=8886),
'qianmen_aq': Int64Index([186606, 186607, 186608, 186609, 186610, 186611, 186612, 186613,
186614, 186615,
...
195482, 195483, 195484, 195485, 195486, 195487, 195488, 195489,
195490, 195491],
dtype='int64', length=8886),
'shunyi_aq': Int64Index([195492, 195493, 195494, 195495, 195496, 195497, 195498, 195499,
195500, 195501,
...
204368, 204369, 204370, 204371, 204372, 204373, 204374, 204375,
204376, 204377],
dtype='int64', length=8886),
'tiantan_aq': Int64Index([204378, 204379, 204380, 204381, 204382, 204383, 204384, 204385,
204386, 204387,
...
213254, 213255, 213256, 213257, 213258, 213259, 213260, 213261,
213262, 213263],
dtype='int64', length=8886),
'tongzhou_aq': Int64Index([213264, 213265, 213266, 213267, 213268, 213269, 213270, 213271,
213272, 213273,
...
222140, 222141, 222142, 222143, 222144, 222145, 222146, 222147,
222148, 222149],
dtype='int64', length=8886),
'wanliu_aq': Int64Index([222150, 222151, 222152, 222153, 222154, 222155, 222156, 222157,
222158, 222159,
...
231026, 231027, 231028, 231029, 231030, 231031, 231032, 231033,
231034, 231035],
dtype='int64', length=8886),
'wanshouxigong_aq': Int64Index([231036, 231037, 231038, 231039, 231040, 231041, 231042, 231043,
231044, 231045,
...
239912, 239913, 239914, 239915, 239916, 239917, 239918, 239919,
239920, 239921],
dtype='int64', length=8886),
'xizhimenbei_aq': Int64Index([239922, 239923, 239924, 239925, 239926, 239927, 239928, 239929,
239930, 239931,
...
248798, 248799, 248800, 248801, 248802, 248803, 248804, 248805,
248806, 248807],
dtype='int64', length=8886),
'yanqin_aq': Int64Index([248808, 248809, 248810, 248811, 248812, 248813, 248814, 248815,
248816, 248817,
...
257684, 257685, 257686, 257687, 257688, 257689, 257690, 257691,
257692, 257693],
dtype='int64', length=8886),
'yizhuang_aq': Int64Index([257694, 257695, 257696, 257697, 257698, 257699, 257700, 257701,
257702, 257703,
...
266570, 266571, 266572, 266573, 266574, 266575, 266576, 266577,
266578, 266579],
dtype='int64', length=8886),
'yongdingmennei_aq': Int64Index([266580, 266581, 266582, 266583, 266584, 266585, 266586, 266587,
266588, 266589,
...
275456, 275457, 275458, 275459, 275460, 275461, 275462, 275463,
275464, 275465],
dtype='int64', length=8886),
'yongledian_aq': Int64Index([275466, 275467, 275468, 275469, 275470, 275471, 275472, 275473,
275474, 275475,
...
284342, 284343, 284344, 284345, 284346, 284347, 284348, 284349,
284350, 284351],
dtype='int64', length=8886),
'yufa_aq': Int64Index([284352, 284353, 284354, 284355, 284356, 284357, 284358, 284359,
284360, 284361,
...
293228, 293229, 293230, 293231, 293232, 293233, 293234, 293235,
293236, 293237],
dtype='int64', length=8886),
'yungang_aq': Int64Index([293238, 293239, 293240, 293241, 293242, 293243, 293244, 293245,
293246, 293247,
...
302114, 302115, 302116, 302117, 302118, 302119, 302120, 302121,
302122, 302123],
dtype='int64', length=8886),
'zhiwuyuan_aq': Int64Index([302124, 302125, 302126, 302127, 302128, 302129, 302130, 302131,
302132, 302133,
...
311000, 311001, 311002, 311003, 311004, 311005, 311006, 311007,
311008, 311009],
dtype='int64', length=8886)}
In [17]:
beijingAqCsv_sta = pd.read_csv('Beijing_AirQuality_Stations.csv')
In [18]:
beijingAqCsv_sta
Out[18]:
| Pollutant Species | Unnamed: 1 | Unnamed: 2 | |
|---|---|---|---|
| 0 | type | Unit | NaN |
| 1 | PM2.5 | µg/m3 (microgram/cubic meter) | NaN |
| 2 | PM10 | µg/m3 (microgram/cubic meter) | NaN |
| 3 | SO2 | µg/m3 (microgram/cubic meter) | NaN |
| 4 | NO2 | µg/m3 (microgram/cubic meter) | NaN |
| 5 | O3 | µg/m3 (microgram/cubic meter) | NaN |
| 6 | CO | µg/m3 (microgram/cubic meter) | NaN |
| 7 | NaN | NaN | NaN |
| 8 | Stations at Beijing | NaN | NaN |
| 9 | Station ID | longitude | latitude |
| 10 | Urban Stations | NaN | NaN |
| 11 | dongsi_aq | 116.417 | 39.929 |
| 12 | tiantan_aq | 116.407 | 39.886 |
| 13 | guanyuan_aq | 116.339 | 39.929 |
| 14 | wanshouxigong_aq | 116.352 | 39.878 |
| 15 | aotizhongxin_aq | 116.397 | 39.982 |
| 16 | nongzhanguan_aq | 116.461 | 39.937 |
| 17 | wanliu_aq | 116.287 | 39.987 |
| 18 | beibuxinqu_aq | 116.174 | 40.09 |
| 19 | zhiwuyuan_aq | 116.207 | 40.002 |
| 20 | fengtaihuayuan_aq | 116.279 | 39.863 |
| 21 | yungang_aq | 116.146 | 39.824 |
| 22 | gucheng_aq | 116.184 | 39.914 |
| 23 | NaN | NaN | NaN |
| 24 | Suburban Stations | NaN | NaN |
| 25 | fangshan_aq | 116.136 | 39.742 |
| 26 | daxing_aq | 116.404 | 39.718 |
| 27 | yizhuang_aq | 116.506 | 39.795 |
| 28 | tongzhou_aq | 116.663 | 39.886 |
| 29 | shunyi_aq | 116.655 | 40.127 |
| 30 | pingchang_aq | 116.23 | 40.217 |
| 31 | mentougou_aq | 116.106 | 39.937 |
| 32 | pinggu_aq | 117.1 | 40.143 |
| 33 | huairou_aq | 116.628 | 40.328 |
| 34 | miyun_aq | 116.832 | 40.37 |
| 35 | yanqin_aq | 115.972 | 40.453 |
| 36 | NaN | NaN | NaN |
| 37 | Other Stations | NaN | NaN |
| 38 | dingling_aq | 116.22 | 40.292 |
| 39 | badaling_aq | 115.988 | 40.365 |
| 40 | miyunshuiku_aq | 116.911 | 40.499 |
| 41 | donggaocun_aq | 117.12 | 40.1 |
| 42 | yongledian_aq | 116.783 | 39.712 |
| 43 | yufa_aq | 116.3 | 39.52 |
| 44 | liulihe_aq | 116 | 39.58 |
| 45 | NaN | NaN | NaN |
| 46 | Stations Near Traffic | NaN | NaN |
| 47 | qianmen_aq | 116.395 | 39.899 |
| 48 | yongdingmennei_aq | 116.394 | 39.876 |
| 49 | xizhimenbei_aq | 116.349 | 39.954 |
| 50 | nansanhuan_aq | 116.368 | 39.856 |
| 51 | dongsihuan_aq | 116.483 | 39.939 |
In [19]:
import folium
In [20]:
list(air_station_beij.groups.keys())
Out[20]:
['badaling_aq', 'yongdingmennei_aq', 'nongzhanguan_aq', 'yizhuang_aq', 'guanyuan_aq', 'miyunshuiku_aq', 'dongsi_aq', 'liulihe_aq', 'beibuxinqu_aq', 'fangshan_aq', 'yanqin_aq', 'shunyi_aq', 'tongzhou_aq', 'dingling_aq', 'fengtaihuayuan_aq', 'donggaocun_aq', 'huairou_aq', 'pingchang_aq', 'dongsihuan_aq', 'miyun_aq', 'wanliu_aq', 'yongledian_aq', 'gucheng_aq', 'zhiwuyuan_aq', 'pinggu_aq', 'wanshouxigong_aq', 'mentougou_aq', 'qianmen_aq', 'yufa_aq', 'tiantan_aq', 'daxing_aq', 'yungang_aq', 'xizhimenbei_aq', 'nansanhuan_aq', 'aotizhongxin_aq']
In [21]:
location_beijin={}
In [22]:
for i in range(0,len(beijingAqCsv_sta)):
temp=beijingAqCsv_sta.iloc[i,:]
if temp['Pollutant Species'] in list(air_station_beij.groups.keys()):
location_beijin[temp['Pollutant Species']]=temp.values[1:].astype(float).tolist()[::-1]
In [23]:
location_beijin
Out[23]:
{'aotizhongxin_aq': [39.982, 116.397],
'badaling_aq': [40.365, 115.988],
'beibuxinqu_aq': [40.09, 116.174],
'daxing_aq': [39.718, 116.404],
'dingling_aq': [40.292, 116.22],
'donggaocun_aq': [40.1, 117.12],
'dongsi_aq': [39.929, 116.417],
'dongsihuan_aq': [39.939, 116.483],
'fangshan_aq': [39.742, 116.136],
'fengtaihuayuan_aq': [39.863, 116.279],
'guanyuan_aq': [39.929, 116.339],
'gucheng_aq': [39.914, 116.184],
'huairou_aq': [40.328, 116.628],
'liulihe_aq': [39.58, 116.0],
'mentougou_aq': [39.937, 116.106],
'miyun_aq': [40.37, 116.832],
'miyunshuiku_aq': [40.499, 116.911],
'nansanhuan_aq': [39.856, 116.368],
'nongzhanguan_aq': [39.937, 116.461],
'pingchang_aq': [40.217, 116.23],
'pinggu_aq': [40.143, 117.1],
'qianmen_aq': [39.899, 116.395],
'shunyi_aq': [40.127, 116.655],
'tiantan_aq': [39.886, 116.407],
'tongzhou_aq': [39.886, 116.663],
'wanliu_aq': [39.987, 116.287],
'wanshouxigong_aq': [39.878, 116.352],
'xizhimenbei_aq': [39.954, 116.349],
'yanqin_aq': [40.453, 115.972],
'yizhuang_aq': [39.795, 116.506],
'yongdingmennei_aq': [39.876, 116.394],
'yongledian_aq': [39.712, 116.783],
'yufa_aq': [39.52, 116.3],
'yungang_aq': [39.824, 116.146],
'zhiwuyuan_aq': [40.002, 116.207]}
In [24]:
#del temp
temp=beijingAqCsv_sta.loc[beijingAqCsv_sta['Pollutant Species']==list(air_station_beij.groups.keys())[0]].iloc[:,1:].values[0]
In [25]:
temp
Out[25]:
array(['115.988', '40.365'], dtype=object)
In [26]:
temp=temp.astype(float).tolist()
In [27]:
temp=temp[::-1]
In [28]:
map_beijin_1 = folium.Map(location=temp, zoom_start=9)
In [29]:
for key in location_beijin:
folium.Marker(location=location_beijin[key]).add_to(map_beijin_1)
map_beijin_1
Out[29]:
In [30]:
temp=beijingAqCsv_sta.loc[beijingAqCsv_sta['Pollutant Species']==list(air_station_beij.groups.keys())[0]].iloc[:,1:].values[0]
temp=temp.astype(float).tolist()
temp=temp[::-1]
map_beijin_1 = folium.Map(location=temp, zoom_start=9,tiles='Stamen Terrain')
for key in location_beijin:
folium.Marker(location=location_beijin[key]).add_to(map_beijin_1)
map_beijin_1
Out[30]:
beijing grid¶
In [31]:
beijing_grid_sta=pd.read_csv(path+"Beijing_historical_meo_grid.csv")
In [32]:
beijing_grid_sta
Out[32]:
| stationName | longitude | latitude | utc_time | temperature | pressure | humidity | wind_direction | wind_speed/kph | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | beijing_grid_000 | 115.0 | 39.0 | 2017-01-01 00:00:00 | -5.47 | 984.73 | 76.60 | 53.71 | 3.53 |
| 1 | beijing_grid_001 | 115.0 | 39.1 | 2017-01-01 00:00:00 | -5.53 | 979.33 | 75.40 | 43.59 | 3.11 |
| 2 | beijing_grid_002 | 115.0 | 39.2 | 2017-01-01 00:00:00 | -5.70 | 963.14 | 71.80 | 0.97 | 2.75 |
| 3 | beijing_grid_003 | 115.0 | 39.3 | 2017-01-01 00:00:00 | -5.88 | 946.94 | 68.20 | 327.65 | 3.84 |
| 4 | beijing_grid_004 | 115.0 | 39.4 | 2017-01-01 00:00:00 | -5.34 | 928.80 | 58.81 | 317.85 | 6.14 |
| 5 | beijing_grid_005 | 115.0 | 39.5 | 2017-01-01 00:00:00 | -4.81 | 910.66 | 49.43 | 313.46 | 8.52 |
| 6 | beijing_grid_006 | 115.0 | 39.6 | 2017-01-01 00:00:00 | -4.98 | 889.48 | 45.64 | 309.89 | 10.05 |
| 7 | beijing_grid_007 | 115.0 | 39.7 | 2017-01-01 00:00:00 | -5.49 | 866.77 | 44.66 | 306.63 | 11.16 |
| 8 | beijing_grid_008 | 115.0 | 39.8 | 2017-01-01 00:00:00 | -6.17 | 853.42 | 46.57 | 299.83 | 11.28 |
| 9 | beijing_grid_009 | 115.0 | 39.9 | 2017-01-01 00:00:00 | -7.17 | 858.79 | 54.29 | 281.74 | 9.98 |
| 10 | beijing_grid_010 | 115.0 | 40.0 | 2017-01-01 00:00:00 | -8.17 | 864.16 | 62.00 | 260.98 | 9.88 |
| 11 | beijing_grid_011 | 115.0 | 40.1 | 2017-01-01 00:00:00 | -6.76 | 876.30 | 57.20 | 247.27 | 11.31 |
| 12 | beijing_grid_012 | 115.0 | 40.2 | 2017-01-01 00:00:00 | -5.36 | 888.44 | 52.40 | 237.08 | 13.24 |
| 13 | beijing_grid_013 | 115.0 | 40.3 | 2017-01-01 00:00:00 | -4.82 | 900.98 | 51.40 | 239.28 | 11.96 |
| 14 | beijing_grid_014 | 115.0 | 40.4 | 2017-01-01 00:00:00 | -4.71 | 913.71 | 52.30 | 250.54 | 9.22 |
| 15 | beijing_grid_015 | 115.0 | 40.5 | 2017-01-01 00:00:00 | -4.75 | 922.50 | 52.79 | 269.04 | 6.78 |
| 16 | beijing_grid_016 | 115.0 | 40.6 | 2017-01-01 00:00:00 | -5.08 | 923.38 | 52.44 | 302.43 | 5.00 |
| 17 | beijing_grid_017 | 115.0 | 40.7 | 2017-01-01 00:00:00 | -5.41 | 924.27 | 52.10 | 343.16 | 5.72 |
| 18 | beijing_grid_018 | 115.0 | 40.8 | 2017-01-01 00:00:00 | -6.45 | 905.98 | 52.74 | 324.80 | 5.15 |
| 19 | beijing_grid_019 | 115.0 | 40.9 | 2017-01-01 00:00:00 | -7.48 | 887.69 | 53.39 | 304.51 | 5.19 |
| 20 | beijing_grid_020 | 115.0 | 41.0 | 2017-01-01 00:00:00 | -7.83 | 881.60 | 53.60 | 298.12 | 5.35 |
| 21 | beijing_grid_021 | 115.1 | 39.0 | 2017-01-01 00:00:00 | -5.45 | 987.94 | 77.35 | 58.56 | 3.64 |
| 22 | beijing_grid_022 | 115.1 | 39.1 | 2017-01-01 00:00:00 | -5.51 | 983.02 | 76.21 | 50.52 | 3.17 |
| 23 | beijing_grid_023 | 115.1 | 39.2 | 2017-01-01 00:00:00 | -5.71 | 968.24 | 72.78 | 11.10 | 2.40 |
| 24 | beijing_grid_024 | 115.1 | 39.3 | 2017-01-01 00:00:00 | -5.90 | 953.47 | 69.36 | 330.71 | 3.10 |
| 25 | beijing_grid_025 | 115.1 | 39.4 | 2017-01-01 00:00:00 | -5.46 | 934.70 | 60.79 | 318.81 | 5.34 |
| 26 | beijing_grid_026 | 115.1 | 39.5 | 2017-01-01 00:00:00 | -5.01 | 915.94 | 52.22 | 314.02 | 7.67 |
| 27 | beijing_grid_027 | 115.1 | 39.6 | 2017-01-01 00:00:00 | -5.04 | 896.41 | 47.78 | 310.47 | 9.33 |
| 28 | beijing_grid_028 | 115.1 | 39.7 | 2017-01-01 00:00:00 | -5.32 | 876.51 | 45.40 | 307.44 | 10.68 |
| 29 | beijing_grid_029 | 115.1 | 39.8 | 2017-01-01 00:00:00 | -5.86 | 863.21 | 46.22 | 300.78 | 11.01 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 7034676 | beijing_grid_621 | 117.9 | 40.2 | 2018-03-27 05:00:00 | 22.69 | 985.53 | 31.77 | 201.38 | 14.97 |
| 7034677 | beijing_grid_622 | 117.9 | 40.3 | 2018-03-27 05:00:00 | 21.88 | 970.68 | 31.89 | 199.32 | 14.71 |
| 7034678 | beijing_grid_623 | 117.9 | 40.4 | 2018-03-27 05:00:00 | 21.03 | 950.44 | 31.57 | 197.29 | 14.03 |
| 7034679 | beijing_grid_624 | 117.9 | 40.5 | 2018-03-27 05:00:00 | 20.76 | 938.21 | 30.39 | 196.51 | 13.90 |
| 7034680 | beijing_grid_625 | 117.9 | 40.6 | 2018-03-27 05:00:00 | 21.66 | 942.01 | 27.50 | 198.39 | 14.87 |
| 7034681 | beijing_grid_626 | 117.9 | 40.7 | 2018-03-27 05:00:00 | 22.55 | 945.81 | 24.61 | 200.04 | 15.85 |
| 7034682 | beijing_grid_627 | 117.9 | 40.8 | 2018-03-27 05:00:00 | 22.66 | 944.54 | 23.21 | 208.02 | 17.13 |
| 7034683 | beijing_grid_628 | 117.9 | 40.9 | 2018-03-27 05:00:00 | 22.78 | 943.28 | 21.82 | 214.79 | 18.69 |
| 7034684 | beijing_grid_629 | 117.9 | 41.0 | 2018-03-27 05:00:00 | 22.82 | 942.85 | 21.35 | 216.79 | 19.27 |
| 7034685 | beijing_grid_630 | 118.0 | 39.0 | 2018-03-27 05:00:00 | 12.92 | 1006.22 | 64.88 | 186.68 | 21.87 |
| 7034686 | beijing_grid_631 | 118.0 | 39.1 | 2018-03-27 05:00:00 | 13.83 | 1006.12 | 62.22 | 187.76 | 21.84 |
| 7034687 | beijing_grid_632 | 118.0 | 39.2 | 2018-03-27 05:00:00 | 16.54 | 1005.80 | 54.24 | 190.98 | 21.82 |
| 7034688 | beijing_grid_633 | 118.0 | 39.3 | 2018-03-27 05:00:00 | 19.26 | 1005.48 | 46.25 | 194.20 | 21.87 |
| 7034689 | beijing_grid_634 | 118.0 | 39.4 | 2018-03-27 05:00:00 | 22.16 | 1005.15 | 38.41 | 198.41 | 21.41 |
| 7034690 | beijing_grid_635 | 118.0 | 39.5 | 2018-03-27 05:00:00 | 25.05 | 1004.83 | 30.56 | 202.79 | 21.08 |
| 7034691 | beijing_grid_636 | 118.0 | 39.6 | 2018-03-27 05:00:00 | 25.77 | 1004.40 | 27.31 | 204.97 | 20.04 |
| 7034692 | beijing_grid_637 | 118.0 | 39.7 | 2018-03-27 05:00:00 | 25.84 | 1003.93 | 26.35 | 206.15 | 18.61 |
| 7034693 | beijing_grid_638 | 118.0 | 39.8 | 2018-03-27 05:00:00 | 25.67 | 1002.11 | 26.35 | 206.98 | 17.12 |
| 7034694 | beijing_grid_639 | 118.0 | 39.9 | 2018-03-27 05:00:00 | 25.00 | 997.59 | 28.25 | 206.78 | 15.51 |
| 7034695 | beijing_grid_640 | 118.0 | 40.0 | 2018-03-27 05:00:00 | 24.06 | 993.07 | 30.15 | 206.53 | 13.89 |
| 7034696 | beijing_grid_641 | 118.0 | 40.1 | 2018-03-27 05:00:00 | 23.37 | 989.98 | 31.11 | 203.77 | 14.45 |
| 7034697 | beijing_grid_642 | 118.0 | 40.2 | 2018-03-27 05:00:00 | 22.68 | 986.90 | 32.06 | 201.23 | 15.03 |
| 7034698 | beijing_grid_643 | 118.0 | 40.3 | 2018-03-27 05:00:00 | 21.86 | 972.13 | 32.22 | 198.90 | 14.71 |
| 7034699 | beijing_grid_644 | 118.0 | 40.4 | 2018-03-27 05:00:00 | 20.98 | 951.51 | 31.98 | 196.40 | 13.95 |
| 7034700 | beijing_grid_645 | 118.0 | 40.5 | 2018-03-27 05:00:00 | 20.70 | 939.23 | 30.83 | 195.12 | 13.78 |
| 7034701 | beijing_grid_646 | 118.0 | 40.6 | 2018-03-27 05:00:00 | 21.64 | 943.63 | 27.87 | 196.62 | 14.79 |
| 7034702 | beijing_grid_647 | 118.0 | 40.7 | 2018-03-27 05:00:00 | 22.58 | 948.03 | 24.92 | 197.92 | 15.80 |
| 7034703 | beijing_grid_648 | 118.0 | 40.8 | 2018-03-27 05:00:00 | 22.64 | 945.85 | 23.57 | 206.12 | 16.94 |
| 7034704 | beijing_grid_649 | 118.0 | 40.9 | 2018-03-27 05:00:00 | 22.71 | 943.67 | 22.23 | 213.17 | 18.38 |
| 7034705 | beijing_grid_650 | 118.0 | 41.0 | 2018-03-27 05:00:00 | 22.73 | 942.95 | 21.78 | 215.27 | 18.91 |
7034706 rows × 9 columns
In [33]:
beiji_grid={}
In [34]:
#faster in kmeans
from sklearn.cluster import MiniBatchKMeans
kmeans = MiniBatchKMeans(n_clusters=len(location_beijin), batch_size=1000).fit(beijing_grid_sta[['latitude','longitude']])
beijing_grid_sta.loc[:, 'label'] = kmeans.labels_
In [35]:
map_beijing_2 = folium.Map(location=beijing_grid_sta[['latitude','longitude']].iloc[0].values.tolist(),
zoom_start=9)
for label in kmeans.cluster_centers_:
folium.Marker(location=[label][0]).add_to(map_beijing_2)
map_beijing_2
Out[35]:
In [36]:
map_beijing_2 = folium.Map(location=beijing_grid_sta[['latitude','longitude']].iloc[0].values.tolist(),
zoom_start=9,tiles='Stamen Terrain')
for label in kmeans.cluster_centers_:
folium.Marker(location=[label][0]).add_to(map_beijing_2)
map_beijing_2
Out[36]:
In [37]:
map_heat_ground_beijing_1 = folium.Map(location=beijing_grid_sta[['latitude','longitude']].iloc[0].values.tolist(),
zoom_start =6, attr='USGS style')
In [38]:
import folium
from folium import plugins
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import os
#m = folium.Map([,], control_scale = True, zoom_start=11)
#plugins.HeatMap(data, radius = 20, min_opacity = 0.1, max_val = 50,gradient={.2: 'blue', .5: 'lime', 1: 'red'}).add_to(m)
In [39]:
lats = np.array([float(row['latitude'])for index, row in beijing_grid_sta.iloc[:1000].iterrows() ])
In [40]:
lats
Out[40]:
array([39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. ,
40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. ,
39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1,
40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1,
39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2,
40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2,
39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3,
40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3,
39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4,
40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4,
39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5,
40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5,
39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6,
40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6,
39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7,
40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7,
39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8,
40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8,
39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9,
41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9,
40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. ,
39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. ,
40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. ,
39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1,
40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1,
39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2,
40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2,
39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3,
40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3,
39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4,
40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4,
39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5,
40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5,
39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6,
40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6,
39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7,
40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7,
39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8,
40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8,
39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9,
41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9,
40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. ,
39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. ,
40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. ,
39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1,
40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1,
39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2,
40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2,
39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3,
40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3,
39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4,
40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4,
39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5,
40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5,
39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6,
40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6,
39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7,
40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7,
39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8,
40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8,
39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9,
41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9,
40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. ,
39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. ,
40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. ,
39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1,
40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1,
39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2,
40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2,
39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3,
40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3,
39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4,
40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4,
39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5,
40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5,
39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6,
40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6,
39.7, 39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7,
40.8, 40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7,
39.8, 39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8,
40.9, 41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8,
39.9, 40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9,
41. , 39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9,
40. , 40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. ,
39. , 39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. ,
40.1, 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. ,
39.1, 39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1,
40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1,
39.2, 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2,
40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. , 39. , 39.1, 39.2,
39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1, 40.2])
In [41]:
#prevent too large
lats = np.array([float(row['latitude'])for index, row in beijing_grid_sta.iloc[:10000].iterrows() ])
lons = np.array([float(row['longitude']) for index, row in beijing_grid_sta.iloc[:10000].iterrows() ])
mag = np.array([float(row['temperature']) for index, row in beijing_grid_sta.iloc[:10000].iterrows() ])
time=np.array([row['utc_time'] for index, row in beijing_grid_sta.iloc[:10000].iterrows() ])
data=np.vstack((lats,lons,mag,time))
data=data.T
data[:,:3]
Out[41]:
array([['39.0', '115.0', '-5.47'],
['39.1', '115.0', '-5.53'],
['39.2', '115.0', '-5.7'],
...,
['39.1', '116.1', '-2.79'],
['39.2', '116.1', '-2.83'],
['39.3', '116.1', '-2.88']], dtype='<U32')
In [42]:
set(time)
Out[42]:
{'2017-01-01 00:00:00',
'2017-01-01 01:00:00',
'2017-01-01 02:00:00',
'2017-01-01 03:00:00',
'2017-01-01 04:00:00',
'2017-01-01 05:00:00',
'2017-01-01 06:00:00',
'2017-01-01 07:00:00',
'2017-01-01 08:00:00',
'2017-01-01 09:00:00',
'2017-01-01 10:00:00',
'2017-01-01 11:00:00',
'2017-01-01 12:00:00',
'2017-01-01 13:00:00',
'2017-01-01 14:00:00',
'2017-01-01 15:00:00'}
In [43]:
list(set(time))
Out[43]:
['2017-01-01 12:00:00', '2017-01-01 08:00:00', '2017-01-01 09:00:00', '2017-01-01 11:00:00', '2017-01-01 03:00:00', '2017-01-01 14:00:00', '2017-01-01 15:00:00', '2017-01-01 00:00:00', '2017-01-01 01:00:00', '2017-01-01 02:00:00', '2017-01-01 13:00:00', '2017-01-01 10:00:00', '2017-01-01 07:00:00', '2017-01-01 06:00:00', '2017-01-01 04:00:00', '2017-01-01 05:00:00']
In [44]:
init_=[]
for i in range(0,len(set(time))):
init_.append([])
init_
Out[44]:
[[], [], [], [], [], [], [], [], [], [], [], [], [], [], [], []]
In [45]:
for i in range(0,len(data)):
index_value=list(set(time)).index(data[i,3])
init_[index_value].append(data[i,:3].astype(float).tolist())
In [46]:
len(init_)
Out[46]:
16
In [47]:
# List comprehension to make out list of lists
colormap ={.4: 'blue', .65: 'lime', 1: 'red'}
# Plot it on the map
hm = plugins.HeatMapWithTime(init_,radius = 15)
hm.add_to(map_heat_ground_beijing_1)
#plugins.HeatMap(init_, radius = 20,gradient=colormap).add_to(map_heat_ground_1_2)
# Display the map
map_heat_ground_beijing_1
Out[47]:
The station in London¶
In [48]:
LondonAqCsv_sta = pd.read_csv(path+'London_AirQuality_Stations.csv')
In [49]:
LondonAqCsv_sta
Out[49]:
| Unnamed: 0 | api_data | need_prediction | historical_data | Latitude | Longitude | SiteType | SiteName | |
|---|---|---|---|---|---|---|---|---|
| 0 | BX9 | True | NaN | True | 51.465983 | 0.184877 | Suburban | Bexley - Slade Green FDMS |
| 1 | BX1 | True | NaN | True | 51.465983 | 0.184877 | Suburban | Bexley - Slade Green |
| 2 | BL0 | True | True | True | 51.522287 | -0.125848 | Urban Background | Camden - Bloomsbury |
| 3 | CD9 | True | True | True | 51.527707 | -0.129053 | Roadside | Camden - Euston Road |
| 4 | CD1 | True | True | True | 51.544219 | -0.175284 | Kerbside | Camden - Swiss Cottage |
| 5 | CT2 | True | NaN | True | 51.514525 | -0.104516 | Kerbside | City of London - Farringdon Street |
| 6 | CT3 | True | NaN | True | 51.513847 | -0.077766 | Urban Background | City of London - Sir John Cass School |
| 7 | CR8 | NaN | NaN | True | 51.410039 | -0.127523 | Urban Background | Croydon - Norbury Manor |
| 8 | GN0 | True | True | True | 51.490532 | 0.074003 | Roadside | Greenwich - A206 Burrage Grove |
| 9 | GR4 | True | True | True | 51.452580 | 0.070766 | Suburban | Greenwich - Eltham |
| 10 | GN3 | True | True | True | 51.486957 | 0.095111 | Roadside | Greenwich - Plumstead High Street |
| 11 | GR9 | True | True | True | 51.456357 | 0.040725 | Roadside | Greenwich - Westhorne Avenue |
| 12 | GB0 | NaN | NaN | True | 51.456300 | 0.085606 | Roadside | Greenwich and Bexley - Falconwood FDMS |
| 13 | HR1 | NaN | NaN | True | 51.617327 | -0.298775 | Urban Background | Harrow - Stanmore |
| 14 | HV1 | True | True | True | 51.520787 | 0.205461 | Roadside | Havering - Rainham |
| 15 | LH0 | NaN | NaN | True | 51.488780 | -0.441627 | Urban Background | Hillingdon - Harlington |
| 16 | KC1 | NaN | NaN | True | 51.521047 | -0.213492 | Urban Background | Kensington and Chelsea - North Ken |
| 17 | KF1 | True | True | True | 51.521047 | -0.213492 | Urban Background | Kensington and Chelsea - North Ken FIDAS |
| 18 | LW2 | True | True | True | 51.474954 | -0.039641 | Roadside | Lewisham - New Cross |
| 19 | RB7 | True | NaN | True | 51.569484 | 0.082907 | Urban Background | Redbridge - Ley Street |
| 20 | TD5 | True | NaN | True | 51.425256 | -0.345608 | Suburban | Richmond Upon Thames - Bushy Park |
| 21 | ST5 | True | True | True | 51.389287 | -0.141662 | Industrial | Sutton - Beddington Lane north |
| 22 | TH4 | True | True | True | 51.515046 | -0.008418 | Roadside | Tower Hamlets - Blackwall |
| 23 | MY7 | True | True | True | 51.522540 | -0.154590 | Kerbside | Westminster - Marylebone Road FDMS |
In [50]:
location_Lodon={}
for i in range(0,len(LondonAqCsv_sta)):
temp_name=LondonAqCsv_sta['Unnamed: 0'].iloc[i]
temp_Latitude=LondonAqCsv_sta['Latitude'].iloc[i]
temp_Longitude=LondonAqCsv_sta['Longitude'].iloc[i]
location_Lodon[temp_name]=[temp_Latitude,temp_Longitude]
In [51]:
location_Lodon
Out[51]:
{'BL0': [51.522287, -0.12584800000000002],
'BX1': [51.46598327, 0.184877127],
'BX9': [51.46598327, 0.184877127],
'CD1': [51.544219, -0.175284],
'CD9': [51.52770662, -0.129053205],
'CR8': [51.410039000000005, -0.127523],
'CT2': [51.51452534, -0.104515626],
'CT3': [51.51384718, -0.077765682],
'GB0': [51.4563, 0.08560599999999999],
'GN0': [51.490532, 0.074003],
'GN3': [51.486957000000004, 0.095111],
'GR4': [51.45258, 0.070766],
'GR9': [51.456357000000004, 0.040725],
'HR1': [51.617327, -0.298775],
'HV1': [51.52078746, 0.20546070600000002],
'KC1': [51.52104675, -0.21349214],
'KF1': [51.52104675, -0.21349214],
'LH0': [51.48878, -0.44162700000000005],
'LW2': [51.474954, -0.039641],
'MY7': [51.52254, -0.15459],
'RB7': [51.56948433, 0.082907475],
'ST5': [51.3892869, -0.141661525],
'TD5': [51.42525604, -0.345608291],
'TH4': [51.51504617, -0.008418493]}
In [52]:
#del temp
col_list=['Latitude','Longitude']
temp_pd=LondonAqCsv_sta[col_list]
In [53]:
temp_pd.iloc[0].values.tolist()
Out[53]:
[51.46598327, 0.184877127]
In [54]:
map_london_1 = folium.Map(location=temp_pd.iloc[0].values.tolist(), zoom_start=9)
In [55]:
for key in location_Lodon:
folium.Marker(location=location_Lodon[key]).add_to(map_london_1)
map_london_1
Out[55]:
In [56]:
map_london_1= folium.Map(location=temp_pd.iloc[0].values.tolist(), zoom_start=9,tiles='Stamen Terrain')
In [57]:
for key in location_Lodon:
folium.Marker(location=location_Lodon[key]).add_to(map_london_1)
map_london_1
Out[57]:
Adding Time series EDA¶
In [58]:
beji_aqi_2018=pd.read_csv(path+"beijing_201802_201803_aq.csv")
beji_aqi_2017_2018=pd.read_csv(path+"beijing_17_18_aq.csv")
beji_aqi_summary=pd.concat([beji_aqi_2018,beji_aqi_2017_2018],axis=0).sort_values(by=['utc_time'])
beji_aqi_summary=beji_aqi_summary.set_index([list(range(0,len(beji_aqi_summary)))])
beji_aqi_summary
Out[58]:
| stationId | utc_time | PM2.5 | PM10 | NO2 | CO | O3 | SO2 | |
|---|---|---|---|---|---|---|---|---|
| 0 | yizhuang_aq | 2017-01-01 14:00:00 | 278.0 | 362.0 | 117.0 | 5.7 | 6.0 | 2.0 |
| 1 | tongzhou_aq | 2017-01-01 14:00:00 | 376.0 | 409.0 | 128.0 | 5.1 | 2.0 | 9.0 |
| 2 | pingchang_aq | 2017-01-01 14:00:00 | 495.0 | 588.0 | 152.0 | 7.6 | 5.0 | 5.0 |
| 3 | fengtaihuayuan_aq | 2017-01-01 14:00:00 | 391.0 | 496.0 | 134.0 | 6.5 | 6.0 | 5.0 |
| 4 | gucheng_aq | 2017-01-01 14:00:00 | 500.0 | 612.0 | 161.0 | 7.7 | 3.0 | 11.0 |
| 5 | tiantan_aq | 2017-01-01 14:00:00 | 357.0 | 449.0 | 116.0 | 6.2 | 2.0 | 4.0 |
| 6 | yanqin_aq | 2017-01-01 14:00:00 | 206.0 | 227.0 | 84.0 | 4.4 | 43.0 | 45.0 |
| 7 | aotizhongxin_aq | 2017-01-01 14:00:00 | 453.0 | 467.0 | 156.0 | 7.2 | 3.0 | 9.0 |
| 8 | miyun_aq | 2017-01-01 14:00:00 | 465.0 | 607.0 | 121.0 | NaN | 2.0 | 5.0 |
| 9 | donggaocun_aq | 2017-01-01 14:00:00 | 377.0 | NaN | 123.0 | 5.5 | 2.0 | 6.0 |
| 10 | beibuxinqu_aq | 2017-01-01 14:00:00 | 479.0 | 487.0 | 166.0 | 7.4 | 4.0 | 9.0 |
| 11 | yufa_aq | 2017-01-01 14:00:00 | 285.0 | 322.0 | 87.0 | 5.2 | 5.0 | 14.0 |
| 12 | liulihe_aq | 2017-01-01 14:00:00 | 376.0 | 447.0 | 116.0 | 5.5 | 2.0 | 16.0 |
| 13 | yungang_aq | 2017-01-01 14:00:00 | 415.0 | 495.0 | 136.0 | 6.4 | 2.0 | 8.0 |
| 14 | badaling_aq | 2017-01-01 14:00:00 | 87.0 | 115.0 | 84.0 | 1.5 | 2.0 | 49.0 |
| 15 | xizhimenbei_aq | 2017-01-01 14:00:00 | 514.0 | NaN | 171.0 | 8.3 | 8.0 | 15.0 |
| 16 | mentougou_aq | 2017-01-01 14:00:00 | 564.0 | 679.0 | 173.0 | 8.3 | 10.0 | 19.0 |
| 17 | shunyi_aq | 2017-01-01 14:00:00 | 386.0 | 477.0 | 116.0 | 6.3 | 4.0 | 8.0 |
| 18 | huairou_aq | 2017-01-01 14:00:00 | 496.0 | 675.0 | 137.0 | 0.7 | 2.0 | 4.0 |
| 19 | dongsihuan_aq | 2017-01-01 14:00:00 | 390.0 | 394.0 | 99.0 | 6.8 | 4.0 | 11.0 |
| 20 | wanshouxigong_aq | 2017-01-01 14:00:00 | 416.0 | 474.0 | 140.0 | 0.6 | 7.0 | 5.0 |
| 21 | wanliu_aq | 2017-01-01 14:00:00 | 468.0 | 518.0 | 187.0 | 7.5 | 6.0 | 7.0 |
| 22 | guanyuan_aq | 2017-01-01 14:00:00 | 476.0 | 548.0 | 158.0 | 6.9 | 2.0 | 7.0 |
| 23 | yongdingmennei_aq | 2017-01-01 14:00:00 | 415.0 | NaN | 143.0 | 6.7 | 12.0 | 12.0 |
| 24 | yongledian_aq | 2017-01-01 14:00:00 | 329.0 | NaN | 130.0 | 5.5 | 6.0 | 12.0 |
| 25 | zhiwuyuan_aq | 2017-01-01 14:00:00 | 458.0 | 490.0 | 157.0 | 8.1 | 8.0 | 5.0 |
| 26 | qianmen_aq | 2017-01-01 14:00:00 | 436.0 | NaN | 157.0 | 6.8 | 2.0 | 5.0 |
| 27 | nansanhuan_aq | 2017-01-01 14:00:00 | 431.0 | 467.0 | 147.0 | 6.5 | 3.0 | 14.0 |
| 28 | dongsi_aq | 2017-01-01 14:00:00 | 469.0 | 594.0 | 136.0 | 8.9 | 2.0 | 7.0 |
| 29 | dingling_aq | 2017-01-01 14:00:00 | 339.0 | 372.0 | 137.0 | 5.9 | 6.0 | 18.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 360400 | dongsihuan_aq | 2018-03-31 15:00:00 | 154.0 | 221.0 | 158.0 | 1.8 | 2.0 | 13.0 |
| 360401 | dongsi_aq | 2018-03-31 15:00:00 | 178.0 | 233.0 | 140.0 | 1.8 | 15.0 | 12.0 |
| 360402 | huairou_aq | 2018-03-31 15:00:00 | 108.0 | 139.0 | 41.0 | 1.1 | 68.0 | 7.0 |
| 360403 | pinggu_aq | 2018-03-31 15:00:00 | 158.0 | NaN | 49.0 | 1.4 | 85.0 | 2.0 |
| 360404 | wanliu_aq | 2018-03-31 15:00:00 | 128.0 | 182.0 | 146.0 | 1.5 | 3.0 | 8.0 |
| 360405 | gucheng_aq | 2018-03-31 15:00:00 | 168.0 | 320.0 | 164.0 | 1.4 | 2.0 | 7.0 |
| 360406 | yungang_aq | 2018-03-31 15:00:00 | 152.0 | 202.0 | 53.0 | 1.0 | 95.0 | 18.0 |
| 360407 | zhiwuyuan_aq | 2018-03-31 15:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 360408 | shunyi_aq | 2018-03-31 15:00:00 | 150.0 | 194.0 | 72.0 | 1.3 | 80.0 | 15.0 |
| 360409 | xizhimenbei_aq | 2018-03-31 15:00:00 | 183.0 | 229.0 | 165.0 | 2.2 | 2.0 | 17.0 |
| 360410 | beibuxinqu_aq | 2018-03-31 15:00:00 | 174.0 | NaN | 121.0 | 1.3 | 2.0 | 4.0 |
| 360411 | yufa_aq | 2018-03-31 15:00:00 | 227.0 | 268.0 | 76.0 | 1.6 | 47.0 | 11.0 |
| 360412 | yanqin_aq | 2018-03-31 15:00:00 | 121.0 | 307.0 | 118.0 | 1.1 | 12.0 | 8.0 |
| 360413 | miyun_aq | 2018-03-31 15:00:00 | 114.0 | 196.0 | 132.0 | 1.1 | 3.0 | 7.0 |
| 360414 | dingling_aq | 2018-03-31 15:00:00 | 101.0 | 138.0 | 44.0 | 0.9 | 64.0 | 6.0 |
| 360415 | mentougou_aq | 2018-03-31 15:00:00 | 121.0 | 175.0 | 88.0 | 1.0 | 47.0 | 7.0 |
| 360416 | miyunshuiku_aq | 2018-03-31 15:00:00 | 98.0 | 146.0 | 36.0 | 0.9 | 98.0 | 7.0 |
| 360417 | aotizhongxin_aq | 2018-03-31 15:00:00 | 118.0 | 255.0 | 174.0 | 1.7 | 2.0 | 10.0 |
| 360418 | yongdingmennei_aq | 2018-03-31 15:00:00 | 161.0 | 224.0 | 180.0 | 2.1 | 2.0 | 12.0 |
| 360419 | nansanhuan_aq | 2018-03-31 15:00:00 | 190.0 | 279.0 | 180.0 | 2.2 | 2.0 | 18.0 |
| 360420 | tiantan_aq | 2018-03-31 15:00:00 | 133.0 | 140.0 | 113.0 | 1.3 | 2.0 | 2.0 |
| 360421 | daxing_aq | 2018-03-31 15:00:00 | 166.0 | 251.0 | 159.0 | 1.7 | 2.0 | 11.0 |
| 360422 | fangshan_aq | 2018-03-31 15:00:00 | 160.0 | 289.0 | 172.0 | 1.4 | 2.0 | 11.0 |
| 360423 | donggaocun_aq | 2018-03-31 15:00:00 | 156.0 | NaN | 33.0 | 0.9 | 121.0 | 14.0 |
| 360424 | fengtaihuayuan_aq | 2018-03-31 15:00:00 | 158.0 | 256.0 | 178.0 | 1.9 | 3.0 | 12.0 |
| 360425 | liulihe_aq | 2018-03-31 15:00:00 | 136.0 | 204.0 | 61.0 | 1.1 | 50.0 | NaN |
| 360426 | nongzhanguan_aq | 2018-03-31 15:00:00 | 148.0 | 200.0 | 161.0 | 1.7 | 2.0 | 10.0 |
| 360427 | yizhuang_aq | 2018-03-31 15:00:00 | 137.0 | 192.0 | 166.0 | 1.6 | 5.0 | 9.0 |
| 360428 | tongzhou_aq | 2018-03-31 15:00:00 | 197.0 | 355.0 | 139.0 | 1.3 | 19.0 | 18.0 |
| 360429 | guanyuan_aq | 2018-03-31 15:00:00 | 139.0 | 191.0 | 151.0 | 2.1 | 2.0 | 8.0 |
360430 rows × 8 columns
In [59]:
len(beji_aqi_summary.groupby(['utc_time']))
Out[59]:
10113
In [60]:
import collections
collections.OrderedDict(sorted(beji_aqi_summary.groupby(['utc_time']).groups.items()))
Out[60]:
OrderedDict([('2017-01-01 14:00:00',
Int64Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,
17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
34],
dtype='int64')),
('2017-01-01 15:00:00',
Int64Index([35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51,
52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68,
69],
dtype='int64')),
('2017-01-01 16:00:00',
Int64Index([ 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82,
83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95,
96, 97, 98, 99, 100, 101, 102, 103, 104],
dtype='int64')),
('2017-01-01 17:00:00',
Int64Index([105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117,
118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130,
131, 132, 133, 134, 135, 136, 137, 138, 139],
dtype='int64')),
('2017-01-01 18:00:00',
Int64Index([140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152,
153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165,
166, 167, 168, 169, 170, 171, 172, 173, 174],
dtype='int64')),
('2017-01-01 19:00:00',
Int64Index([175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187,
188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200,
201, 202, 203, 204, 205, 206, 207, 208, 209],
dtype='int64')),
('2017-01-01 20:00:00',
Int64Index([210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222,
223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235,
236, 237, 238, 239, 240, 241, 242, 243, 244],
dtype='int64')),
('2017-01-01 21:00:00',
Int64Index([245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257,
258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270,
271, 272, 273, 274, 275, 276, 277, 278, 279],
dtype='int64')),
('2017-01-01 22:00:00',
Int64Index([280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292,
293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305,
306, 307, 308, 309, 310, 311, 312, 313, 314],
dtype='int64')),
('2017-01-01 23:00:00',
Int64Index([315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327,
328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340,
341, 342, 343, 344, 345, 346, 347, 348, 349],
dtype='int64')),
('2017-01-02 00:00:00',
Int64Index([350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362,
363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375,
376, 377, 378, 379, 380, 381, 382, 383, 384],
dtype='int64')),
('2017-01-02 01:00:00',
Int64Index([385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397,
398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410,
411, 412, 413, 414, 415, 416, 417, 418, 419],
dtype='int64')),
('2017-01-02 02:00:00',
Int64Index([420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432,
433, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445,
446, 447, 448, 449, 450, 451, 452, 453, 454],
dtype='int64')),
('2017-01-02 03:00:00',
Int64Index([455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467,
468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480,
481, 482, 483, 484, 485, 486, 487, 488, 489],
dtype='int64')),
('2017-01-02 04:00:00',
Int64Index([490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 500, 501, 502,
503, 504, 505, 506, 507, 508, 509, 510, 511, 512, 513, 514, 515,
516, 517, 518, 519, 520, 521, 522, 523, 524],
dtype='int64')),
('2017-01-02 05:00:00',
Int64Index([525, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537,
538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550,
551, 552, 553, 554, 555, 556, 557, 558, 559],
dtype='int64')),
('2017-01-02 06:00:00',
Int64Index([560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572,
573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585,
586, 587, 588, 589, 590, 591, 592, 593, 594],
dtype='int64')),
('2017-01-02 07:00:00',
Int64Index([595, 596, 597, 598, 599, 600, 601, 602, 603, 604, 605, 606, 607,
608, 609, 610, 611, 612, 613, 614, 615, 616, 617, 618, 619, 620,
621, 622, 623, 624, 625, 626, 627, 628, 629],
dtype='int64')),
('2017-01-02 08:00:00',
Int64Index([630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641, 642,
643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654, 655,
656, 657, 658, 659, 660, 661, 662, 663, 664],
dtype='int64')),
('2017-01-02 09:00:00',
Int64Index([665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677,
678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690,
691, 692, 693, 694, 695, 696, 697, 698, 699],
dtype='int64')),
('2017-01-02 10:00:00',
Int64Index([700, 701, 702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712,
713, 714, 715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725,
726, 727, 728, 729, 730, 731, 732, 733, 734],
dtype='int64')),
('2017-01-02 11:00:00',
Int64Index([735, 736, 737, 738, 739, 740, 741, 742, 743, 744, 745, 746, 747,
748, 749, 750, 751, 752, 753, 754, 755, 756, 757, 758, 759, 760,
761, 762, 763, 764, 765, 766, 767, 768, 769],
dtype='int64')),
('2017-01-02 12:00:00',
Int64Index([770, 771, 772, 773, 774, 775, 776, 777, 778, 779, 780, 781, 782,
783, 784, 785, 786, 787, 788, 789, 790, 791, 792, 793, 794, 795,
796, 797, 798, 799, 800, 801, 802, 803, 804],
dtype='int64')),
('2017-01-02 13:00:00',
Int64Index([805, 806, 807, 808, 809, 810, 811, 812, 813, 814, 815, 816, 817,
818, 819, 820, 821, 822, 823, 824, 825, 826, 827, 828, 829, 830,
831, 832, 833, 834, 835, 836, 837, 838, 839],
dtype='int64')),
('2017-01-02 14:00:00',
Int64Index([840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 850, 851, 852,
853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865,
866, 867, 868, 869, 870, 871, 872, 873, 874],
dtype='int64')),
('2017-01-02 15:00:00',
Int64Index([875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887,
888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900,
901, 902, 903, 904, 905, 906, 907, 908, 909],
dtype='int64')),
('2017-01-02 16:00:00',
Int64Index([910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922,
923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935,
936, 937, 938, 939, 940, 941, 942, 943, 944],
dtype='int64')),
('2017-01-02 17:00:00',
Int64Index([945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957,
958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970,
971, 972, 973, 974, 975, 976, 977, 978, 979],
dtype='int64')),
('2017-01-02 18:00:00',
Int64Index([ 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990,
991, 992, 993, 994, 995, 996, 997, 998, 999, 1000, 1001,
1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010, 1011, 1012,
1013, 1014],
dtype='int64')),
('2017-01-02 19:00:00',
Int64Index([1015, 1016, 1017, 1018, 1019, 1020, 1021, 1022, 1023, 1024, 1025,
1026, 1027, 1028, 1029, 1030, 1031, 1032, 1033, 1034, 1035, 1036,
1037, 1038, 1039, 1040, 1041, 1042, 1043, 1044, 1045, 1046, 1047,
1048, 1049],
dtype='int64')),
('2017-01-02 20:00:00',
Int64Index([1050, 1051, 1052, 1053, 1054, 1055, 1056, 1057, 1058, 1059, 1060,
1061, 1062, 1063, 1064, 1065, 1066, 1067, 1068, 1069, 1070, 1071,
1072, 1073, 1074, 1075, 1076, 1077, 1078, 1079, 1080, 1081, 1082,
1083, 1084],
dtype='int64')),
('2017-01-02 21:00:00',
Int64Index([1085, 1086, 1087, 1088, 1089, 1090, 1091, 1092, 1093, 1094, 1095,
1096, 1097, 1098, 1099, 1100, 1101, 1102, 1103, 1104, 1105, 1106,
1107, 1108, 1109, 1110, 1111, 1112, 1113, 1114, 1115, 1116, 1117,
1118, 1119],
dtype='int64')),
('2017-01-02 22:00:00',
Int64Index([1120, 1121, 1122, 1123, 1124, 1125, 1126, 1127, 1128, 1129, 1130,
1131, 1132, 1133, 1134, 1135, 1136, 1137, 1138, 1139, 1140, 1141,
1142, 1143, 1144, 1145, 1146, 1147, 1148, 1149, 1150, 1151, 1152,
1153, 1154],
dtype='int64')),
('2017-01-02 23:00:00',
Int64Index([1155, 1156, 1157, 1158, 1159, 1160, 1161, 1162, 1163, 1164, 1165,
1166, 1167, 1168, 1169, 1170, 1171, 1172, 1173, 1174, 1175, 1176,
1177, 1178, 1179, 1180, 1181, 1182, 1183, 1184, 1185, 1186, 1187,
1188, 1189],
dtype='int64')),
('2017-01-03 00:00:00',
Int64Index([1190, 1191, 1192, 1193, 1194, 1195, 1196, 1197, 1198, 1199, 1200,
1201, 1202, 1203, 1204, 1205, 1206, 1207, 1208, 1209, 1210, 1211,
1212, 1213, 1214, 1215, 1216, 1217, 1218, 1219, 1220, 1221, 1222,
1223, 1224],
dtype='int64')),
('2017-01-03 01:00:00',
Int64Index([1225, 1226, 1227, 1228, 1229, 1230, 1231, 1232, 1233, 1234, 1235,
1236, 1237, 1238, 1239, 1240, 1241, 1242, 1243, 1244, 1245, 1246,
1247, 1248, 1249, 1250, 1251, 1252, 1253, 1254, 1255, 1256, 1257,
1258, 1259],
dtype='int64')),
('2017-01-03 02:00:00',
Int64Index([1260, 1261, 1262, 1263, 1264, 1265, 1266, 1267, 1268, 1269, 1270,
1271, 1272, 1273, 1274, 1275, 1276, 1277, 1278, 1279, 1280, 1281,
1282, 1283, 1284, 1285, 1286, 1287, 1288, 1289, 1290, 1291, 1292,
1293, 1294],
dtype='int64')),
('2017-01-03 03:00:00',
Int64Index([1295, 1296, 1297, 1298, 1299, 1300, 1301, 1302, 1303, 1304, 1305,
1306, 1307, 1308, 1309, 1310, 1311, 1312, 1313, 1314, 1315, 1316,
1317, 1318, 1319, 1320, 1321, 1322, 1323, 1324, 1325, 1326, 1327,
1328, 1329],
dtype='int64')),
('2017-01-03 04:00:00',
Int64Index([1330, 1331, 1332, 1333, 1334, 1335, 1336, 1337, 1338, 1339, 1340,
1341, 1342, 1343, 1344, 1345, 1346, 1347, 1348, 1349, 1350, 1351,
1352, 1353, 1354, 1355, 1356, 1357, 1358, 1359, 1360, 1361, 1362,
1363, 1364],
dtype='int64')),
('2017-01-03 05:00:00',
Int64Index([1365, 1366, 1367, 1368, 1369, 1370, 1371, 1372, 1373, 1374, 1375,
1376, 1377, 1378, 1379, 1380, 1381, 1382, 1383, 1384, 1385, 1386,
1387, 1388, 1389, 1390, 1391, 1392, 1393, 1394, 1395, 1396, 1397,
1398, 1399],
dtype='int64')),
('2017-01-03 06:00:00',
Int64Index([1400, 1401, 1402, 1403, 1404, 1405, 1406, 1407, 1408, 1409, 1410,
1411, 1412, 1413, 1414, 1415, 1416, 1417, 1418, 1419, 1420, 1421,
1422, 1423, 1424, 1425, 1426, 1427, 1428, 1429, 1430, 1431, 1432,
1433, 1434],
dtype='int64')),
('2017-01-03 07:00:00',
Int64Index([1435, 1436, 1437, 1438, 1439, 1440, 1441, 1442, 1443, 1444, 1445,
1446, 1447, 1448, 1449, 1450, 1451, 1452, 1453, 1454, 1455, 1456,
1457, 1458, 1459, 1460, 1461, 1462, 1463, 1464, 1465, 1466, 1467,
1468, 1469],
dtype='int64')),
('2017-01-03 08:00:00',
Int64Index([1470, 1471, 1472, 1473, 1474, 1475, 1476, 1477, 1478, 1479, 1480,
1481, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491,
1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502,
1503, 1504],
dtype='int64')),
('2017-01-03 09:00:00',
Int64Index([1505, 1506, 1507, 1508, 1509, 1510, 1511, 1512, 1513, 1514, 1515,
1516, 1517, 1518, 1519, 1520, 1521, 1522, 1523, 1524, 1525, 1526,
1527, 1528, 1529, 1530, 1531, 1532, 1533, 1534, 1535, 1536, 1537,
1538, 1539],
dtype='int64')),
('2017-01-03 10:00:00',
Int64Index([1540, 1541, 1542, 1543, 1544, 1545, 1546, 1547, 1548, 1549, 1550,
1551, 1552, 1553, 1554, 1555, 1556, 1557, 1558, 1559, 1560, 1561,
1562, 1563, 1564, 1565, 1566, 1567, 1568, 1569, 1570, 1571, 1572,
1573, 1574],
dtype='int64')),
('2017-01-03 11:00:00',
Int64Index([1575, 1576, 1577, 1578, 1579, 1580, 1581, 1582, 1583, 1584, 1585,
1586, 1587, 1588, 1589, 1590, 1591, 1592, 1593, 1594, 1595, 1596,
1597, 1598, 1599, 1600, 1601, 1602, 1603, 1604, 1605, 1606, 1607,
1608, 1609],
dtype='int64')),
('2017-01-03 12:00:00',
Int64Index([1610, 1611, 1612, 1613, 1614, 1615, 1616, 1617, 1618, 1619, 1620,
1621, 1622, 1623, 1624, 1625, 1626, 1627, 1628, 1629, 1630, 1631,
1632, 1633, 1634, 1635, 1636, 1637, 1638, 1639, 1640, 1641, 1642,
1643, 1644],
dtype='int64')),
('2017-01-03 13:00:00',
Int64Index([1645, 1646, 1647, 1648, 1649, 1650, 1651, 1652, 1653, 1654, 1655,
1656, 1657, 1658, 1659, 1660, 1661, 1662, 1663, 1664, 1665, 1666,
1667, 1668, 1669, 1670, 1671, 1672, 1673, 1674, 1675, 1676, 1677,
1678, 1679],
dtype='int64')),
('2017-01-03 14:00:00',
Int64Index([1680, 1681, 1682, 1683, 1684, 1685, 1686, 1687, 1688, 1689, 1690,
1691, 1692, 1693, 1694, 1695, 1696, 1697, 1698, 1699, 1700, 1701,
1702, 1703, 1704, 1705, 1706, 1707, 1708, 1709, 1710, 1711, 1712,
1713, 1714],
dtype='int64')),
('2017-01-03 15:00:00',
Int64Index([1715, 1716, 1717, 1718, 1719, 1720, 1721, 1722, 1723, 1724, 1725,
1726, 1727, 1728, 1729, 1730, 1731, 1732, 1733, 1734, 1735, 1736,
1737, 1738, 1739, 1740, 1741, 1742, 1743, 1744, 1745, 1746, 1747,
1748, 1749],
dtype='int64')),
('2017-01-03 16:00:00',
Int64Index([1750, 1751, 1752, 1753, 1754, 1755, 1756, 1757, 1758, 1759, 1760,
1761, 1762, 1763, 1764, 1765, 1766, 1767, 1768, 1769, 1770, 1771,
1772, 1773, 1774, 1775, 1776, 1777, 1778, 1779, 1780, 1781, 1782,
1783, 1784],
dtype='int64')),
('2017-01-03 17:00:00',
Int64Index([1785, 1786, 1787, 1788, 1789, 1790, 1791, 1792, 1793, 1794, 1795,
1796, 1797, 1798, 1799, 1800, 1801, 1802, 1803, 1804, 1805, 1806,
1807, 1808, 1809, 1810, 1811, 1812, 1813, 1814, 1815, 1816, 1817,
1818, 1819],
dtype='int64')),
('2017-01-03 18:00:00',
Int64Index([1820, 1821, 1822, 1823, 1824, 1825, 1826, 1827, 1828, 1829, 1830,
1831, 1832, 1833, 1834, 1835, 1836, 1837, 1838, 1839, 1840, 1841,
1842, 1843, 1844, 1845, 1846, 1847, 1848, 1849, 1850, 1851, 1852,
1853, 1854],
dtype='int64')),
('2017-01-03 19:00:00',
Int64Index([1855, 1856, 1857, 1858, 1859, 1860, 1861, 1862, 1863, 1864, 1865,
1866, 1867, 1868, 1869, 1870, 1871, 1872, 1873, 1874, 1875, 1876,
1877, 1878, 1879, 1880, 1881, 1882, 1883, 1884, 1885, 1886, 1887,
1888, 1889],
dtype='int64')),
('2017-01-03 20:00:00',
Int64Index([1890, 1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900,
1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911,
1912, 1913, 1914, 1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922,
1923, 1924],
dtype='int64')),
('2017-01-03 21:00:00',
Int64Index([1925, 1926, 1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935,
1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946,
1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957,
1958, 1959],
dtype='int64')),
('2017-01-03 22:00:00',
Int64Index([1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970,
1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981,
1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992,
1993, 1994],
dtype='int64')),
('2017-01-03 23:00:00',
Int64Index([1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005,
2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016,
2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026, 2027,
2028, 2029],
dtype='int64')),
('2017-01-04 00:00:00',
Int64Index([2030, 2031, 2032, 2033, 2034, 2035, 2036, 2037, 2038, 2039, 2040,
2041, 2042, 2043, 2044, 2045, 2046, 2047, 2048, 2049, 2050, 2051,
2052, 2053, 2054, 2055, 2056, 2057, 2058, 2059, 2060, 2061, 2062,
2063, 2064],
dtype='int64')),
('2017-01-04 01:00:00',
Int64Index([2065, 2066, 2067, 2068, 2069, 2070, 2071, 2072, 2073, 2074, 2075,
2076, 2077, 2078, 2079, 2080, 2081, 2082, 2083, 2084, 2085, 2086,
2087, 2088, 2089, 2090, 2091, 2092, 2093, 2094, 2095, 2096, 2097,
2098, 2099],
dtype='int64')),
('2017-01-04 02:00:00',
Int64Index([2100, 2101, 2102, 2103, 2104, 2105, 2106, 2107, 2108, 2109, 2110,
2111, 2112, 2113, 2114, 2115, 2116, 2117, 2118, 2119, 2120, 2121,
2122, 2123, 2124, 2125, 2126, 2127, 2128, 2129, 2130, 2131, 2132,
2133, 2134],
dtype='int64')),
('2017-01-04 03:00:00',
Int64Index([2135, 2136, 2137, 2138, 2139, 2140, 2141, 2142, 2143, 2144, 2145,
2146, 2147, 2148, 2149, 2150, 2151, 2152, 2153, 2154, 2155, 2156,
2157, 2158, 2159, 2160, 2161, 2162, 2163, 2164, 2165, 2166, 2167,
2168, 2169],
dtype='int64')),
('2017-01-04 04:00:00',
Int64Index([2170, 2171, 2172, 2173, 2174, 2175, 2176, 2177, 2178, 2179, 2180,
2181, 2182, 2183, 2184, 2185, 2186, 2187, 2188, 2189, 2190, 2191,
2192, 2193, 2194, 2195, 2196, 2197, 2198, 2199, 2200, 2201, 2202,
2203, 2204],
dtype='int64')),
('2017-01-04 05:00:00',
Int64Index([2205, 2206, 2207, 2208, 2209, 2210, 2211, 2212, 2213, 2214, 2215,
2216, 2217, 2218, 2219, 2220, 2221, 2222, 2223, 2224, 2225, 2226,
2227, 2228, 2229, 2230, 2231, 2232, 2233, 2234, 2235, 2236, 2237,
2238, 2239],
dtype='int64')),
('2017-01-04 06:00:00',
Int64Index([2240, 2241, 2242, 2243, 2244, 2245, 2246, 2247, 2248, 2249, 2250,
2251, 2252, 2253, 2254, 2255, 2256, 2257, 2258, 2259, 2260, 2261,
2262, 2263, 2264, 2265, 2266, 2267, 2268, 2269, 2270, 2271, 2272,
2273, 2274],
dtype='int64')),
('2017-01-04 07:00:00',
Int64Index([2275, 2276, 2277, 2278, 2279, 2280, 2281, 2282, 2283, 2284, 2285,
2286, 2287, 2288, 2289, 2290, 2291, 2292, 2293, 2294, 2295, 2296,
2297, 2298, 2299, 2300, 2301, 2302, 2303, 2304, 2305, 2306, 2307,
2308, 2309],
dtype='int64')),
('2017-01-04 08:00:00',
Int64Index([2310, 2311, 2312, 2313, 2314, 2315, 2316, 2317, 2318, 2319, 2320,
2321, 2322, 2323, 2324, 2325, 2326, 2327, 2328, 2329, 2330, 2331,
2332, 2333, 2334, 2335, 2336, 2337, 2338, 2339, 2340, 2341, 2342,
2343, 2344],
dtype='int64')),
('2017-01-04 09:00:00',
Int64Index([2345, 2346, 2347, 2348, 2349, 2350, 2351, 2352, 2353, 2354, 2355,
2356, 2357, 2358, 2359, 2360, 2361, 2362, 2363, 2364, 2365, 2366,
2367, 2368, 2369, 2370, 2371, 2372, 2373, 2374, 2375, 2376, 2377,
2378, 2379],
dtype='int64')),
('2017-01-04 10:00:00',
Int64Index([2380, 2381, 2382, 2383, 2384, 2385, 2386, 2387, 2388, 2389, 2390,
2391, 2392, 2393, 2394, 2395, 2396, 2397, 2398, 2399, 2400, 2401,
2402, 2403, 2404, 2405, 2406, 2407, 2408, 2409, 2410, 2411, 2412,
2413, 2414],
dtype='int64')),
('2017-01-04 11:00:00',
Int64Index([2415, 2416, 2417, 2418, 2419, 2420, 2421, 2422, 2423, 2424, 2425,
2426, 2427, 2428, 2429, 2430, 2431, 2432, 2433, 2434, 2435, 2436,
2437, 2438, 2439, 2440, 2441, 2442, 2443, 2444, 2445, 2446, 2447,
2448, 2449],
dtype='int64')),
('2017-01-04 12:00:00',
Int64Index([2450, 2451, 2452, 2453, 2454, 2455, 2456, 2457, 2458, 2459, 2460,
2461, 2462, 2463, 2464, 2465, 2466, 2467, 2468, 2469, 2470, 2471,
2472, 2473, 2474, 2475, 2476, 2477, 2478, 2479, 2480, 2481, 2482,
2483, 2484],
dtype='int64')),
('2017-01-04 13:00:00',
Int64Index([2485, 2486, 2487, 2488, 2489, 2490, 2491, 2492, 2493, 2494, 2495,
2496, 2497, 2498, 2499, 2500, 2501, 2502, 2503, 2504, 2505, 2506,
2507, 2508, 2509, 2510, 2511, 2512, 2513, 2514, 2515, 2516, 2517,
2518, 2519],
dtype='int64')),
('2017-01-04 14:00:00',
Int64Index([2520, 2521, 2522, 2523, 2524, 2525, 2526, 2527, 2528, 2529, 2530,
2531, 2532, 2533, 2534, 2535, 2536, 2537, 2538, 2539, 2540, 2541,
2542, 2543, 2544, 2545, 2546, 2547, 2548, 2549, 2550, 2551, 2552,
2553, 2554],
dtype='int64')),
('2017-01-04 15:00:00',
Int64Index([2555, 2556, 2557, 2558, 2559, 2560, 2561, 2562, 2563, 2564, 2565,
2566, 2567, 2568, 2569, 2570, 2571, 2572, 2573, 2574, 2575, 2576,
2577, 2578, 2579, 2580, 2581, 2582, 2583, 2584, 2585, 2586, 2587,
2588, 2589],
dtype='int64')),
('2017-01-04 16:00:00',
Int64Index([2590, 2591, 2592, 2593, 2594, 2595, 2596, 2597, 2598, 2599, 2600,
2601, 2602, 2603, 2604, 2605, 2606, 2607, 2608, 2609, 2610, 2611,
2612, 2613, 2614, 2615, 2616, 2617, 2618, 2619, 2620, 2621, 2622,
2623, 2624],
dtype='int64')),
('2017-01-04 17:00:00',
Int64Index([2625, 2626, 2627, 2628, 2629, 2630, 2631, 2632, 2633, 2634, 2635,
2636, 2637, 2638, 2639, 2640, 2641, 2642, 2643, 2644, 2645, 2646,
2647, 2648, 2649, 2650, 2651, 2652, 2653, 2654, 2655, 2656, 2657,
2658, 2659],
dtype='int64')),
('2017-01-04 18:00:00',
Int64Index([2660, 2661, 2662, 2663, 2664, 2665, 2666, 2667, 2668, 2669, 2670,
2671, 2672, 2673, 2674, 2675, 2676, 2677, 2678, 2679, 2680, 2681,
2682, 2683, 2684, 2685, 2686, 2687, 2688, 2689, 2690, 2691, 2692,
2693, 2694],
dtype='int64')),
('2017-01-04 19:00:00',
Int64Index([2695, 2696, 2697, 2698, 2699, 2700, 2701, 2702, 2703, 2704, 2705,
2706, 2707, 2708, 2709, 2710, 2711, 2712, 2713, 2714, 2715, 2716,
2717, 2718, 2719, 2720, 2721, 2722, 2723, 2724, 2725, 2726, 2727,
2728, 2729],
dtype='int64')),
('2017-01-04 20:00:00',
Int64Index([2730, 2731, 2732, 2733, 2734, 2735, 2736, 2737, 2738, 2739, 2740,
2741, 2742, 2743, 2744, 2745, 2746, 2747, 2748, 2749, 2750, 2751,
2752, 2753, 2754, 2755, 2756, 2757, 2758, 2759, 2760, 2761, 2762,
2763, 2764],
dtype='int64')),
('2017-01-04 21:00:00',
Int64Index([2765, 2766, 2767, 2768, 2769, 2770, 2771, 2772, 2773, 2774, 2775,
2776, 2777, 2778, 2779, 2780, 2781, 2782, 2783, 2784, 2785, 2786,
2787, 2788, 2789, 2790, 2791, 2792, 2793, 2794, 2795, 2796, 2797,
2798, 2799],
dtype='int64')),
('2017-01-04 22:00:00',
Int64Index([2800, 2801, 2802, 2803, 2804, 2805, 2806, 2807, 2808, 2809, 2810,
2811, 2812, 2813, 2814, 2815, 2816, 2817, 2818, 2819, 2820, 2821,
2822, 2823, 2824, 2825, 2826, 2827, 2828, 2829, 2830, 2831, 2832,
2833, 2834],
dtype='int64')),
('2017-01-04 23:00:00',
Int64Index([2835, 2836, 2837, 2838, 2839, 2840, 2841, 2842, 2843, 2844, 2845,
2846, 2847, 2848, 2849, 2850, 2851, 2852, 2853, 2854, 2855, 2856,
2857, 2858, 2859, 2860, 2861, 2862, 2863, 2864, 2865, 2866, 2867,
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dtype='int64')),
('2017-01-05 00:00:00',
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2892, 2893, 2894, 2895, 2896, 2897, 2898, 2899, 2900, 2901, 2902,
2903, 2904],
dtype='int64')),
('2017-01-05 01:00:00',
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2927, 2928, 2929, 2930, 2931, 2932, 2933, 2934, 2935, 2936, 2937,
2938, 2939],
dtype='int64')),
('2017-01-05 02:00:00',
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2962, 2963, 2964, 2965, 2966, 2967, 2968, 2969, 2970, 2971, 2972,
2973, 2974],
dtype='int64')),
('2017-01-05 03:00:00',
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2986, 2987, 2988, 2989, 2990, 2991, 2992, 2993, 2994, 2995, 2996,
2997, 2998, 2999, 3000, 3001, 3002, 3003, 3004, 3005, 3006, 3007,
3008, 3009],
dtype='int64')),
('2017-01-05 04:00:00',
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3032, 3033, 3034, 3035, 3036, 3037, 3038, 3039, 3040, 3041, 3042,
3043, 3044],
dtype='int64')),
('2017-01-05 05:00:00',
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3056, 3057, 3058, 3059, 3060, 3061, 3062, 3063, 3064, 3065, 3066,
3067, 3068, 3069, 3070, 3071, 3072, 3073, 3074, 3075, 3076, 3077,
3078, 3079],
dtype='int64')),
('2017-01-05 06:00:00',
Int64Index([3080, 3081, 3082, 3083, 3084, 3085, 3086, 3087, 3088, 3089, 3090,
3091, 3092, 3093, 3094, 3095, 3096, 3097, 3098, 3099, 3100, 3101,
3102, 3103, 3104, 3105, 3106, 3107, 3108, 3109, 3110, 3111, 3112,
3113, 3114],
dtype='int64')),
('2017-01-05 07:00:00',
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3126, 3127, 3128, 3129, 3130, 3131, 3132, 3133, 3134, 3135, 3136,
3137, 3138, 3139, 3140, 3141, 3142, 3143, 3144, 3145, 3146, 3147,
3148, 3149],
dtype='int64')),
('2017-01-05 08:00:00',
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3161, 3162, 3163, 3164, 3165, 3166, 3167, 3168, 3169, 3170, 3171,
3172, 3173, 3174, 3175, 3176, 3177, 3178, 3179, 3180, 3181, 3182,
3183, 3184],
dtype='int64')),
('2017-01-05 09:00:00',
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3207, 3208, 3209, 3210, 3211, 3212, 3213, 3214, 3215, 3216, 3217,
3218, 3219],
dtype='int64')),
('2017-01-05 10:00:00',
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3242, 3243, 3244, 3245, 3246, 3247, 3248, 3249, 3250, 3251, 3252,
3253, 3254],
dtype='int64')),
('2017-01-05 11:00:00',
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3277, 3278, 3279, 3280, 3281, 3282, 3283, 3284, 3285, 3286, 3287,
3288, 3289],
dtype='int64')),
('2017-01-05 12:00:00',
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3301, 3302, 3303, 3304, 3305, 3306, 3307, 3308, 3309, 3310, 3311,
3312, 3313, 3314, 3315, 3316, 3317, 3318, 3319, 3320, 3321, 3322,
3323, 3324],
dtype='int64')),
('2017-01-05 13:00:00',
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3347, 3348, 3349, 3350, 3351, 3352, 3353, 3354, 3355, 3356, 3357,
3358, 3359],
dtype='int64')),
('2017-01-05 14:00:00',
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3371, 3372, 3373, 3374, 3375, 3376, 3377, 3378, 3379, 3380, 3381,
3382, 3383, 3384, 3385, 3386, 3387, 3388, 3389, 3390, 3391, 3392,
3393, 3394],
dtype='int64')),
('2017-01-05 15:00:00',
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3406, 3407, 3408, 3409, 3410, 3411, 3412, 3413, 3414, 3415, 3416,
3417, 3418, 3419, 3420, 3421, 3422, 3423, 3424, 3425, 3426, 3427,
3428, 3429],
dtype='int64')),
('2017-01-05 16:00:00',
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3441, 3442, 3443, 3444, 3445, 3446, 3447, 3448, 3449, 3450, 3451,
3452, 3453, 3454, 3455, 3456, 3457, 3458, 3459, 3460, 3461, 3462,
3463, 3464],
dtype='int64')),
('2017-01-05 17:00:00',
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3487, 3488, 3489, 3490, 3491, 3492, 3493, 3494, 3495, 3496, 3497,
3498, 3499],
dtype='int64')),
('2017-01-05 18:00:00',
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3522, 3523, 3524, 3525, 3526, 3527, 3528, 3529, 3530, 3531, 3532,
3533, 3534],
dtype='int64')),
('2017-01-05 19:00:00',
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3557, 3558, 3559, 3560, 3561, 3562, 3563, 3564, 3565, 3566, 3567,
3568, 3569],
dtype='int64')),
('2017-01-05 20:00:00',
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3592, 3593, 3594, 3595, 3596, 3597, 3598, 3599, 3600, 3601, 3602,
3603, 3604],
dtype='int64')),
('2017-01-05 21:00:00',
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3627, 3628, 3629, 3630, 3631, 3632, 3633, 3634, 3635, 3636, 3637,
3638, 3639],
dtype='int64')),
('2017-01-05 22:00:00',
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3651, 3652, 3653, 3654, 3655, 3656, 3657, 3658, 3659, 3660, 3661,
3662, 3663, 3664, 3665, 3666, 3667, 3668, 3669, 3670, 3671, 3672,
3673, 3674],
dtype='int64')),
('2017-01-05 23:00:00',
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3686, 3687, 3688, 3689, 3690, 3691, 3692, 3693, 3694, 3695, 3696,
3697, 3698, 3699, 3700, 3701, 3702, 3703, 3704, 3705, 3706, 3707,
3708, 3709],
dtype='int64')),
('2017-01-06 00:00:00',
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3721, 3722, 3723, 3724, 3725, 3726, 3727, 3728, 3729, 3730, 3731,
3732, 3733, 3734, 3735, 3736, 3737, 3738, 3739, 3740, 3741, 3742,
3743, 3744],
dtype='int64')),
('2017-01-06 01:00:00',
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3767, 3768, 3769, 3770, 3771, 3772, 3773, 3774, 3775, 3776, 3777,
3778, 3779],
dtype='int64')),
('2017-01-06 02:00:00',
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3802, 3803, 3804, 3805, 3806, 3807, 3808, 3809, 3810, 3811, 3812,
3813, 3814],
dtype='int64')),
('2017-01-06 03:00:00',
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3837, 3838, 3839, 3840, 3841, 3842, 3843, 3844, 3845, 3846, 3847,
3848, 3849],
dtype='int64')),
('2017-01-06 04:00:00',
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3872, 3873, 3874, 3875, 3876, 3877, 3878, 3879, 3880, 3881, 3882,
3883, 3884],
dtype='int64')),
('2017-01-06 05:00:00',
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3907, 3908, 3909, 3910, 3911, 3912, 3913, 3914, 3915, 3916, 3917,
3918, 3919],
dtype='int64')),
('2017-01-06 06:00:00',
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3942, 3943, 3944, 3945, 3946, 3947, 3948, 3949, 3950, 3951, 3952,
3953, 3954],
dtype='int64')),
('2017-01-06 07:00:00',
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3977, 3978, 3979, 3980, 3981, 3982, 3983, 3984, 3985, 3986, 3987,
3988, 3989],
dtype='int64')),
('2017-01-06 08:00:00',
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4012, 4013, 4014, 4015, 4016, 4017, 4018, 4019, 4020, 4021, 4022,
4023, 4024],
dtype='int64')),
('2017-01-06 09:00:00',
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4047, 4048, 4049, 4050, 4051, 4052, 4053, 4054, 4055, 4056, 4057,
4058, 4059],
dtype='int64')),
('2017-01-06 10:00:00',
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4082, 4083, 4084, 4085, 4086, 4087, 4088, 4089, 4090, 4091, 4092,
4093, 4094],
dtype='int64')),
('2017-01-06 11:00:00',
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4128, 4129],
dtype='int64')),
('2017-01-06 12:00:00',
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4152, 4153, 4154, 4155, 4156, 4157, 4158, 4159, 4160, 4161, 4162,
4163, 4164],
dtype='int64')),
('2017-01-06 13:00:00',
Int64Index([4165, 4166, 4167, 4168, 4169, 4170, 4171, 4172, 4173, 4174, 4175,
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4187, 4188, 4189, 4190, 4191, 4192, 4193, 4194, 4195, 4196, 4197,
4198, 4199],
dtype='int64')),
('2017-01-06 14:00:00',
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4222, 4223, 4224, 4225, 4226, 4227, 4228, 4229, 4230, 4231, 4232,
4233, 4234],
dtype='int64')),
('2017-01-06 15:00:00',
Int64Index([4235, 4236, 4237, 4238, 4239, 4240, 4241, 4242, 4243, 4244, 4245,
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4257, 4258, 4259, 4260, 4261, 4262, 4263, 4264, 4265, 4266, 4267,
4268, 4269],
dtype='int64')),
('2017-01-06 16:00:00',
Int64Index([4270, 4271, 4272, 4273, 4274, 4275, 4276, 4277, 4278, 4279, 4280,
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4292, 4293, 4294, 4295, 4296, 4297, 4298, 4299, 4300, 4301, 4302,
4303, 4304],
dtype='int64')),
('2017-01-06 17:00:00',
Int64Index([4305, 4306, 4307, 4308, 4309, 4310, 4311, 4312, 4313, 4314, 4315,
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4327, 4328, 4329, 4330, 4331, 4332, 4333, 4334, 4335, 4336, 4337,
4338, 4339],
dtype='int64')),
('2017-01-06 18:00:00',
Int64Index([4340, 4341, 4342, 4343, 4344, 4345, 4346, 4347, 4348, 4349, 4350,
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4362, 4363, 4364, 4365, 4366, 4367, 4368, 4369, 4370, 4371, 4372,
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dtype='int64')),
('2017-01-06 19:00:00',
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4397, 4398, 4399, 4400, 4401, 4402, 4403, 4404, 4405, 4406, 4407,
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dtype='int64')),
('2017-01-06 20:00:00',
Int64Index([4410, 4411, 4412, 4413, 4414, 4415, 4416, 4417, 4418, 4419, 4420,
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4432, 4433, 4434, 4435, 4436, 4437, 4438, 4439, 4440, 4441, 4442,
4443, 4444],
dtype='int64')),
('2017-01-06 21:00:00',
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dtype='int64')),
('2017-01-06 22:00:00',
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4502, 4503, 4504, 4505, 4506, 4507, 4508, 4509, 4510, 4511, 4512,
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dtype='int64')),
('2017-01-06 23:00:00',
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4537, 4538, 4539, 4540, 4541, 4542, 4543, 4544, 4545, 4546, 4547,
4548, 4549],
dtype='int64')),
('2017-01-07 00:00:00',
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4583, 4584],
dtype='int64')),
('2017-01-07 01:00:00',
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4618, 4619],
dtype='int64')),
('2017-01-07 02:00:00',
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dtype='int64')),
('2017-01-07 03:00:00',
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4688, 4689],
dtype='int64')),
('2017-01-07 04:00:00',
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4712, 4713, 4714, 4715, 4716, 4717, 4718, 4719, 4720, 4721, 4722,
4723, 4724],
dtype='int64')),
('2017-01-07 05:00:00',
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4747, 4748, 4749, 4750, 4751, 4752, 4753, 4754, 4755, 4756, 4757,
4758, 4759],
dtype='int64')),
('2017-01-07 06:00:00',
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4782, 4783, 4784, 4785, 4786, 4787, 4788, 4789, 4790, 4791, 4792,
4793, 4794],
dtype='int64')),
('2017-01-07 07:00:00',
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4817, 4818, 4819, 4820, 4821, 4822, 4823, 4824, 4825, 4826, 4827,
4828, 4829],
dtype='int64')),
('2017-01-07 08:00:00',
Int64Index([4830, 4831, 4832, 4833, 4834, 4835, 4836, 4837, 4838, 4839, 4840,
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4852, 4853, 4854, 4855, 4856, 4857, 4858, 4859, 4860, 4861, 4862,
4863, 4864],
dtype='int64')),
('2017-01-07 09:00:00',
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dtype='int64')),
('2017-01-09 20:00:00',
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6952, 6953, 6954, 6955, 6956, 6957, 6958, 6959, 6960, 6961, 6962,
6963, 6964],
dtype='int64')),
('2017-01-09 21:00:00',
Int64Index([6965, 6966, 6967, 6968, 6969, 6970, 6971, 6972, 6973, 6974, 6975,
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6987, 6988, 6989, 6990, 6991, 6992, 6993, 6994, 6995, 6996, 6997,
6998, 6999],
dtype='int64')),
('2017-01-09 22:00:00',
Int64Index([7000, 7001, 7002, 7003, 7004, 7005, 7006, 7007, 7008, 7009, 7010,
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7022, 7023, 7024, 7025, 7026, 7027, 7028, 7029, 7030, 7031, 7032,
7033, 7034],
dtype='int64')),
('2017-01-09 23:00:00',
Int64Index([7035, 7036, 7037, 7038, 7039, 7040, 7041, 7042, 7043, 7044, 7045,
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7057, 7058, 7059, 7060, 7061, 7062, 7063, 7064, 7065, 7066, 7067,
7068, 7069],
dtype='int64')),
('2017-01-10 00:00:00',
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7092, 7093, 7094, 7095, 7096, 7097, 7098, 7099, 7100, 7101, 7102,
7103, 7104],
dtype='int64')),
('2017-01-10 01:00:00',
Int64Index([7105, 7106, 7107, 7108, 7109, 7110, 7111, 7112, 7113, 7114, 7115,
7116, 7117, 7118, 7119, 7120, 7121, 7122, 7123, 7124, 7125, 7126,
7127, 7128, 7129, 7130, 7131, 7132, 7133, 7134, 7135, 7136, 7137,
7138, 7139],
dtype='int64')),
('2017-01-10 02:00:00',
Int64Index([7140, 7141, 7142, 7143, 7144, 7145, 7146, 7147, 7148, 7149, 7150,
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7162, 7163, 7164, 7165, 7166, 7167, 7168, 7169, 7170, 7171, 7172,
7173, 7174],
dtype='int64')),
('2017-01-10 03:00:00',
Int64Index([7175, 7176, 7177, 7178, 7179, 7180, 7181, 7182, 7183, 7184, 7185,
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7197, 7198, 7199, 7200, 7201, 7202, 7203, 7204, 7205, 7206, 7207,
7208, 7209],
dtype='int64')),
('2017-01-10 04:00:00',
Int64Index([7210, 7211, 7212, 7213, 7214, 7215, 7216, 7217, 7218, 7219, 7220,
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7232, 7233, 7234, 7235, 7236, 7237, 7238, 7239, 7240, 7241, 7242,
7243, 7244],
dtype='int64')),
('2017-01-10 05:00:00',
Int64Index([7245, 7246, 7247, 7248, 7249, 7250, 7251, 7252, 7253, 7254, 7255,
7256, 7257, 7258, 7259, 7260, 7261, 7262, 7263, 7264, 7265, 7266,
7267, 7268, 7269, 7270, 7271, 7272, 7273, 7274, 7275, 7276, 7277,
7278, 7279],
dtype='int64')),
('2017-01-10 06:00:00',
Int64Index([7280, 7281, 7282, 7283, 7284, 7285, 7286, 7287, 7288, 7289, 7290,
7291, 7292, 7293, 7294, 7295, 7296, 7297, 7298, 7299, 7300, 7301,
7302, 7303, 7304, 7305, 7306, 7307, 7308, 7309, 7310, 7311, 7312,
7313, 7314],
dtype='int64')),
('2017-01-10 07:00:00',
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7337, 7338, 7339, 7340, 7341, 7342, 7343, 7344, 7345, 7346, 7347,
7348, 7349],
dtype='int64')),
('2017-01-10 08:00:00',
Int64Index([7350, 7351, 7352, 7353, 7354, 7355, 7356, 7357, 7358, 7359, 7360,
7361, 7362, 7363, 7364, 7365, 7366, 7367, 7368, 7369, 7370, 7371,
7372, 7373, 7374, 7375, 7376, 7377, 7378, 7379, 7380, 7381, 7382,
7383, 7384],
dtype='int64')),
('2017-01-10 09:00:00',
Int64Index([7385, 7386, 7387, 7388, 7389, 7390, 7391, 7392, 7393, 7394, 7395,
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7407, 7408, 7409, 7410, 7411, 7412, 7413, 7414, 7415, 7416, 7417,
7418, 7419],
dtype='int64')),
('2017-01-10 10:00:00',
Int64Index([7420, 7421, 7422, 7423, 7424, 7425, 7426, 7427, 7428, 7429, 7430,
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7442, 7443, 7444, 7445, 7446, 7447, 7448, 7449, 7450, 7451, 7452,
7453, 7454],
dtype='int64')),
('2017-01-10 11:00:00',
Int64Index([7455, 7456, 7457, 7458, 7459, 7460, 7461, 7462, 7463, 7464, 7465,
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7477, 7478, 7479, 7480, 7481, 7482, 7483, 7484, 7485, 7486, 7487,
7488, 7489],
dtype='int64')),
('2017-01-10 12:00:00',
Int64Index([7490, 7491, 7492, 7493, 7494, 7495, 7496, 7497, 7498, 7499, 7500,
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7512, 7513, 7514, 7515, 7516, 7517, 7518, 7519, 7520, 7521, 7522,
7523, 7524],
dtype='int64')),
('2017-01-10 13:00:00',
Int64Index([7525, 7526, 7527, 7528, 7529, 7530, 7531, 7532, 7533, 7534, 7535,
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7547, 7548, 7549, 7550, 7551, 7552, 7553, 7554, 7555, 7556, 7557,
7558, 7559],
dtype='int64')),
('2017-01-10 14:00:00',
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7582, 7583, 7584, 7585, 7586, 7587, 7588, 7589, 7590, 7591, 7592,
7593, 7594],
dtype='int64')),
('2017-01-10 15:00:00',
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7617, 7618, 7619, 7620, 7621, 7622, 7623, 7624, 7625, 7626, 7627,
7628, 7629],
dtype='int64')),
('2017-01-10 16:00:00',
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7652, 7653, 7654, 7655, 7656, 7657, 7658, 7659, 7660, 7661, 7662,
7663, 7664],
dtype='int64')),
('2017-01-10 17:00:00',
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7687, 7688, 7689, 7690, 7691, 7692, 7693, 7694, 7695, 7696, 7697,
7698, 7699],
dtype='int64')),
('2017-01-10 18:00:00',
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7722, 7723, 7724, 7725, 7726, 7727, 7728, 7729, 7730, 7731, 7732,
7733, 7734],
dtype='int64')),
('2017-01-10 19:00:00',
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7757, 7758, 7759, 7760, 7761, 7762, 7763, 7764, 7765, 7766, 7767,
7768, 7769],
dtype='int64')),
('2017-01-10 20:00:00',
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7803, 7804],
dtype='int64')),
('2017-01-10 21:00:00',
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7827, 7828, 7829, 7830, 7831, 7832, 7833, 7834, 7835, 7836, 7837,
7838, 7839],
dtype='int64')),
('2017-01-10 22:00:00',
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7862, 7863, 7864, 7865, 7866, 7867, 7868, 7869, 7870, 7871, 7872,
7873, 7874],
dtype='int64')),
('2017-01-10 23:00:00',
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7897, 7898, 7899, 7900, 7901, 7902, 7903, 7904, 7905, 7906, 7907,
7908, 7909],
dtype='int64')),
('2017-01-11 00:00:00',
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7932, 7933, 7934, 7935, 7936, 7937, 7938, 7939, 7940, 7941, 7942,
7943, 7944],
dtype='int64')),
('2017-01-11 01:00:00',
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7978, 7979],
dtype='int64')),
('2017-01-11 02:00:00',
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8013, 8014],
dtype='int64')),
('2017-01-11 03:00:00',
Int64Index([8015, 8016, 8017, 8018, 8019, 8020, 8021, 8022, 8023, 8024, 8025,
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8037, 8038, 8039, 8040, 8041, 8042, 8043, 8044, 8045, 8046, 8047,
8048, 8049],
dtype='int64')),
('2017-01-11 04:00:00',
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dtype='int64')),
('2017-01-11 05:00:00',
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dtype='int64')),
('2017-01-11 06:00:00',
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dtype='int64')),
('2017-01-11 07:00:00',
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dtype='int64')),
('2017-01-11 08:00:00',
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dtype='int64')),
('2017-01-11 09:00:00',
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dtype='int64')),
('2017-01-11 10:00:00',
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dtype='int64')),
('2017-01-11 11:00:00',
Int64Index([8295, 8296, 8297, 8298, 8299, 8300, 8301, 8302, 8303, 8304, 8305,
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dtype='int64')),
('2017-01-11 12:00:00',
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dtype='int64')),
('2017-01-11 13:00:00',
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dtype='int64')),
('2017-01-11 14:00:00',
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dtype='int64')),
('2017-01-11 15:00:00',
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dtype='int64')),
('2017-01-11 16:00:00',
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dtype='int64')),
('2017-01-11 17:00:00',
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dtype='int64')),
('2017-01-11 18:00:00',
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8573, 8574],
dtype='int64')),
('2017-01-11 19:00:00',
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dtype='int64')),
('2017-01-11 20:00:00',
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dtype='int64')),
('2017-01-11 21:00:00',
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dtype='int64')),
('2017-01-11 22:00:00',
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dtype='int64')),
('2017-01-11 23:00:00',
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dtype='int64')),
('2017-01-12 00:00:00',
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dtype='int64')),
('2017-01-12 01:00:00',
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dtype='int64')),
('2017-01-12 02:00:00',
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8853, 8854],
dtype='int64')),
('2017-01-12 03:00:00',
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8888, 8889],
dtype='int64')),
('2017-01-12 04:00:00',
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dtype='int64')),
('2017-01-12 05:00:00',
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8947, 8948, 8949, 8950, 8951, 8952, 8953, 8954, 8955, 8956, 8957,
8958, 8959],
dtype='int64')),
('2017-01-12 06:00:00',
Int64Index([8960, 8961, 8962, 8963, 8964, 8965, 8966, 8967, 8968, 8969, 8970,
8971, 8972, 8973, 8974, 8975, 8976, 8977, 8978, 8979, 8980, 8981,
8982, 8983, 8984, 8985, 8986, 8987, 8988, 8989, 8990, 8991, 8992,
8993, 8994],
dtype='int64')),
('2017-01-12 07:00:00',
Int64Index([8995, 8996, 8997, 8998, 8999, 9000, 9001, 9002, 9003, 9004, 9005,
9006, 9007, 9008, 9009, 9010, 9011, 9012, 9013, 9014, 9015, 9016,
9017, 9018, 9019, 9020, 9021, 9022, 9023, 9024, 9025, 9026, 9027,
9028, 9029],
dtype='int64')),
('2017-01-12 08:00:00',
Int64Index([9030, 9031, 9032, 9033, 9034, 9035, 9036, 9037, 9038, 9039, 9040,
9041, 9042, 9043, 9044, 9045, 9046, 9047, 9048, 9049, 9050, 9051,
9052, 9053, 9054, 9055, 9056, 9057, 9058, 9059, 9060, 9061, 9062,
9063, 9064],
dtype='int64')),
('2017-01-12 09:00:00',
Int64Index([9065, 9066, 9067, 9068, 9069, 9070, 9071, 9072, 9073, 9074, 9075,
9076, 9077, 9078, 9079, 9080, 9081, 9082, 9083, 9084, 9085, 9086,
9087, 9088, 9089, 9090, 9091, 9092, 9093, 9094, 9095, 9096, 9097,
9098, 9099],
dtype='int64')),
('2017-01-12 10:00:00',
Int64Index([9100, 9101, 9102, 9103, 9104, 9105, 9106, 9107, 9108, 9109, 9110,
9111, 9112, 9113, 9114, 9115, 9116, 9117, 9118, 9119, 9120, 9121,
9122, 9123, 9124, 9125, 9126, 9127, 9128, 9129, 9130, 9131, 9132,
9133, 9134],
dtype='int64')),
('2017-01-12 11:00:00',
Int64Index([9135, 9136, 9137, 9138, 9139, 9140, 9141, 9142, 9143, 9144, 9145,
9146, 9147, 9148, 9149, 9150, 9151, 9152, 9153, 9154, 9155, 9156,
9157, 9158, 9159, 9160, 9161, 9162, 9163, 9164, 9165, 9166, 9167,
9168, 9169],
dtype='int64')),
('2017-01-12 12:00:00',
Int64Index([9170, 9171, 9172, 9173, 9174, 9175, 9176, 9177, 9178, 9179, 9180,
9181, 9182, 9183, 9184, 9185, 9186, 9187, 9188, 9189, 9190, 9191,
9192, 9193, 9194, 9195, 9196, 9197, 9198, 9199, 9200, 9201, 9202,
9203, 9204],
dtype='int64')),
('2017-01-12 13:00:00',
Int64Index([9205, 9206, 9207, 9208, 9209, 9210, 9211, 9212, 9213, 9214, 9215,
9216, 9217, 9218, 9219, 9220, 9221, 9222, 9223, 9224, 9225, 9226,
9227, 9228, 9229, 9230, 9231, 9232, 9233, 9234, 9235, 9236, 9237,
9238, 9239],
dtype='int64')),
('2017-01-12 14:00:00',
Int64Index([9240, 9241, 9242, 9243, 9244, 9245, 9246, 9247, 9248, 9249, 9250,
9251, 9252, 9253, 9254, 9255, 9256, 9257, 9258, 9259, 9260, 9261,
9262, 9263, 9264, 9265, 9266, 9267, 9268, 9269, 9270, 9271, 9272,
9273, 9274],
dtype='int64')),
('2017-01-12 15:00:00',
Int64Index([9275, 9276, 9277, 9278, 9279, 9280, 9281, 9282, 9283, 9284, 9285,
9286, 9287, 9288, 9289, 9290, 9291, 9292, 9293, 9294, 9295, 9296,
9297, 9298, 9299, 9300, 9301, 9302, 9303, 9304, 9305, 9306, 9307,
9308, 9309],
dtype='int64')),
('2017-01-12 16:00:00',
Int64Index([9310, 9311, 9312, 9313, 9314, 9315, 9316, 9317, 9318, 9319, 9320,
9321, 9322, 9323, 9324, 9325, 9326, 9327, 9328, 9329, 9330, 9331,
9332, 9333, 9334, 9335, 9336, 9337, 9338, 9339, 9340, 9341, 9342,
9343, 9344],
dtype='int64')),
('2017-01-12 17:00:00',
Int64Index([9345, 9346, 9347, 9348, 9349, 9350, 9351, 9352, 9353, 9354, 9355,
9356, 9357, 9358, 9359, 9360, 9361, 9362, 9363, 9364, 9365, 9366,
9367, 9368, 9369, 9370, 9371, 9372, 9373, 9374, 9375, 9376, 9377,
9378, 9379],
dtype='int64')),
('2017-01-12 18:00:00',
Int64Index([9380, 9381, 9382, 9383, 9384, 9385, 9386, 9387, 9388, 9389, 9390,
9391, 9392, 9393, 9394, 9395, 9396, 9397, 9398, 9399, 9400, 9401,
9402, 9403, 9404, 9405, 9406, 9407, 9408, 9409, 9410, 9411, 9412,
9413, 9414],
dtype='int64')),
('2017-01-12 19:00:00',
Int64Index([9415, 9416, 9417, 9418, 9419, 9420, 9421, 9422, 9423, 9424, 9425,
9426, 9427, 9428, 9429, 9430, 9431, 9432, 9433, 9434, 9435, 9436,
9437, 9438, 9439, 9440, 9441, 9442, 9443, 9444, 9445, 9446, 9447,
9448, 9449],
dtype='int64')),
('2017-01-12 20:00:00',
Int64Index([9450, 9451, 9452, 9453, 9454, 9455, 9456, 9457, 9458, 9459, 9460,
9461, 9462, 9463, 9464, 9465, 9466, 9467, 9468, 9469, 9470, 9471,
9472, 9473, 9474, 9475, 9476, 9477, 9478, 9479, 9480, 9481, 9482,
9483, 9484],
dtype='int64')),
('2017-01-12 21:00:00',
Int64Index([9485, 9486, 9487, 9488, 9489, 9490, 9491, 9492, 9493, 9494, 9495,
9496, 9497, 9498, 9499, 9500, 9501, 9502, 9503, 9504, 9505, 9506,
9507, 9508, 9509, 9510, 9511, 9512, 9513, 9514, 9515, 9516, 9517,
9518, 9519],
dtype='int64')),
('2017-01-12 22:00:00',
Int64Index([9520, 9521, 9522, 9523, 9524, 9525, 9526, 9527, 9528, 9529, 9530,
9531, 9532, 9533, 9534, 9535, 9536, 9537, 9538, 9539, 9540, 9541,
9542, 9543, 9544, 9545, 9546, 9547, 9548, 9549, 9550, 9551, 9552,
9553, 9554],
dtype='int64')),
('2017-01-12 23:00:00',
Int64Index([9555, 9556, 9557, 9558, 9559, 9560, 9561, 9562, 9563, 9564, 9565,
9566, 9567, 9568, 9569, 9570, 9571, 9572, 9573, 9574, 9575, 9576,
9577, 9578, 9579, 9580, 9581, 9582, 9583, 9584, 9585, 9586, 9587,
9588, 9589],
dtype='int64')),
('2017-01-13 00:00:00',
Int64Index([9590, 9591, 9592, 9593, 9594, 9595, 9596, 9597, 9598, 9599, 9600,
9601, 9602, 9603, 9604, 9605, 9606, 9607, 9608, 9609, 9610, 9611,
9612, 9613, 9614, 9615, 9616, 9617, 9618, 9619, 9620, 9621, 9622,
9623, 9624],
dtype='int64')),
('2017-01-13 01:00:00',
Int64Index([9625, 9626, 9627, 9628, 9629, 9630, 9631, 9632, 9633, 9634, 9635,
9636, 9637, 9638, 9639, 9640, 9641, 9642, 9643, 9644, 9645, 9646,
9647, 9648, 9649, 9650, 9651, 9652, 9653, 9654, 9655, 9656, 9657,
9658, 9659],
dtype='int64')),
('2017-01-13 02:00:00',
Int64Index([9660, 9661, 9662, 9663, 9664, 9665, 9666, 9667, 9668, 9669, 9670,
9671, 9672, 9673, 9674, 9675, 9676, 9677, 9678, 9679, 9680, 9681,
9682, 9683, 9684, 9685, 9686, 9687, 9688, 9689, 9690, 9691, 9692,
9693, 9694],
dtype='int64')),
('2017-01-13 03:00:00',
Int64Index([9695, 9696, 9697, 9698, 9699, 9700, 9701, 9702, 9703, 9704, 9705,
9706, 9707, 9708, 9709, 9710, 9711, 9712, 9713, 9714, 9715, 9716,
9717, 9718, 9719, 9720, 9721, 9722, 9723, 9724, 9725, 9726, 9727,
9728, 9729],
dtype='int64')),
('2017-01-13 04:00:00',
Int64Index([9730, 9731, 9732, 9733, 9734, 9735, 9736, 9737, 9738, 9739, 9740,
9741, 9742, 9743, 9744, 9745, 9746, 9747, 9748, 9749, 9750, 9751,
9752, 9753, 9754, 9755, 9756, 9757, 9758, 9759, 9760, 9761, 9762,
9763, 9764],
dtype='int64')),
('2017-01-13 05:00:00',
Int64Index([9765, 9766, 9767, 9768, 9769, 9770, 9771, 9772, 9773, 9774, 9775,
9776, 9777, 9778, 9779, 9780, 9781, 9782, 9783, 9784, 9785, 9786,
9787, 9788, 9789, 9790, 9791, 9792, 9793, 9794, 9795, 9796, 9797,
9798, 9799],
dtype='int64')),
('2017-01-13 06:00:00',
Int64Index([9800, 9801, 9802, 9803, 9804, 9805, 9806, 9807, 9808, 9809, 9810,
9811, 9812, 9813, 9814, 9815, 9816, 9817, 9818, 9819, 9820, 9821,
9822, 9823, 9824, 9825, 9826, 9827, 9828, 9829, 9830, 9831, 9832,
9833, 9834],
dtype='int64')),
('2017-01-13 07:00:00',
Int64Index([9835, 9836, 9837, 9838, 9839, 9840, 9841, 9842, 9843, 9844, 9845,
9846, 9847, 9848, 9849, 9850, 9851, 9852, 9853, 9854, 9855, 9856,
9857, 9858, 9859, 9860, 9861, 9862, 9863, 9864, 9865, 9866, 9867,
9868, 9869],
dtype='int64')),
('2017-01-13 08:00:00',
Int64Index([9870, 9871, 9872, 9873, 9874, 9875, 9876, 9877, 9878, 9879, 9880,
9881, 9882, 9883, 9884, 9885, 9886, 9887, 9888, 9889, 9890, 9891,
9892, 9893, 9894, 9895, 9896, 9897, 9898, 9899, 9900, 9901, 9902,
9903, 9904],
dtype='int64')),
('2017-01-13 09:00:00',
Int64Index([9905, 9906, 9907, 9908, 9909, 9910, 9911, 9912, 9913, 9914, 9915,
9916, 9917, 9918, 9919, 9920, 9921, 9922, 9923, 9924, 9925, 9926,
9927, 9928, 9929, 9930, 9931, 9932, 9933, 9934, 9935, 9936, 9937,
9938, 9939],
dtype='int64')),
('2017-01-13 10:00:00',
Int64Index([9940, 9941, 9942, 9943, 9944, 9945, 9946, 9947, 9948, 9949, 9950,
9951, 9952, 9953, 9954, 9955, 9956, 9957, 9958, 9959, 9960, 9961,
9962, 9963, 9964, 9965, 9966, 9967, 9968, 9969, 9970, 9971, 9972,
9973, 9974],
dtype='int64')),
('2017-01-13 11:00:00',
Int64Index([ 9975, 9976, 9977, 9978, 9979, 9980, 9981, 9982, 9983,
9984, 9985, 9986, 9987, 9988, 9989, 9990, 9991, 9992,
9993, 9994, 9995, 9996, 9997, 9998, 9999, 10000, 10001,
10002, 10003, 10004, 10005, 10006, 10007, 10008, 10009],
dtype='int64')),
('2017-01-13 12:00:00',
Int64Index([10010, 10011, 10012, 10013, 10014, 10015, 10016, 10017, 10018,
10019, 10020, 10021, 10022, 10023, 10024, 10025, 10026, 10027,
10028, 10029, 10030, 10031, 10032, 10033, 10034, 10035, 10036,
10037, 10038, 10039, 10040, 10041, 10042, 10043, 10044],
dtype='int64')),
('2017-01-13 13:00:00',
Int64Index([10045, 10046, 10047, 10048, 10049, 10050, 10051, 10052, 10053,
10054, 10055, 10056, 10057, 10058, 10059, 10060, 10061, 10062,
10063, 10064, 10065, 10066, 10067, 10068, 10069, 10070, 10071,
10072, 10073, 10074, 10075, 10076, 10077, 10078, 10079],
dtype='int64')),
('2017-01-13 14:00:00',
Int64Index([10080, 10081, 10082, 10083, 10084, 10085, 10086, 10087, 10088,
10089, 10090, 10091, 10092, 10093, 10094, 10095, 10096, 10097,
10098, 10099, 10100, 10101, 10102, 10103, 10104, 10105, 10106,
10107, 10108, 10109, 10110, 10111, 10112, 10113, 10114],
dtype='int64')),
('2017-01-13 15:00:00',
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10124, 10125, 10126, 10127, 10128, 10129, 10130, 10131, 10132,
10133, 10134, 10135, 10136, 10137, 10138, 10139, 10140, 10141,
10142, 10143, 10144, 10145, 10146, 10147, 10148, 10149],
dtype='int64')),
('2017-01-13 16:00:00',
Int64Index([10150, 10151, 10152, 10153, 10154, 10155, 10156, 10157, 10158,
10159, 10160, 10161, 10162, 10163, 10164, 10165, 10166, 10167,
10168, 10169, 10170, 10171, 10172, 10173, 10174, 10175, 10176,
10177, 10178, 10179, 10180, 10181, 10182, 10183, 10184],
dtype='int64')),
('2017-01-13 17:00:00',
Int64Index([10185, 10186, 10187, 10188, 10189, 10190, 10191, 10192, 10193,
10194, 10195, 10196, 10197, 10198, 10199, 10200, 10201, 10202,
10203, 10204, 10205, 10206, 10207, 10208, 10209, 10210, 10211,
10212, 10213, 10214, 10215, 10216, 10217, 10218, 10219],
dtype='int64')),
('2017-01-13 18:00:00',
Int64Index([10220, 10221, 10222, 10223, 10224, 10225, 10226, 10227, 10228,
10229, 10230, 10231, 10232, 10233, 10234, 10235, 10236, 10237,
10238, 10239, 10240, 10241, 10242, 10243, 10244, 10245, 10246,
10247, 10248, 10249, 10250, 10251, 10252, 10253, 10254],
dtype='int64')),
('2017-01-13 19:00:00',
Int64Index([10255, 10256, 10257, 10258, 10259, 10260, 10261, 10262, 10263,
10264, 10265, 10266, 10267, 10268, 10269, 10270, 10271, 10272,
10273, 10274, 10275, 10276, 10277, 10278, 10279, 10280, 10281,
10282, 10283, 10284, 10285, 10286, 10287, 10288, 10289],
dtype='int64')),
('2017-01-13 20:00:00',
Int64Index([10290, 10291, 10292, 10293, 10294, 10295, 10296, 10297, 10298,
10299, 10300, 10301, 10302, 10303, 10304, 10305, 10306, 10307,
10308, 10309, 10310, 10311, 10312, 10313, 10314, 10315, 10316,
10317, 10318, 10319, 10320, 10321, 10322, 10323, 10324],
dtype='int64')),
('2017-01-13 21:00:00',
Int64Index([10325, 10326, 10327, 10328, 10329, 10330, 10331, 10332, 10333,
10334, 10335, 10336, 10337, 10338, 10339, 10340, 10341, 10342,
10343, 10344, 10345, 10346, 10347, 10348, 10349, 10350, 10351,
10352, 10353, 10354, 10355, 10356, 10357, 10358, 10359],
dtype='int64')),
('2017-01-13 22:00:00',
Int64Index([10360, 10361, 10362, 10363, 10364, 10365, 10366, 10367, 10368,
10369, 10370, 10371, 10372, 10373, 10374, 10375, 10376, 10377,
10378, 10379, 10380, 10381, 10382, 10383, 10384, 10385, 10386,
10387, 10388, 10389, 10390, 10391, 10392, 10393, 10394],
dtype='int64')),
('2017-01-13 23:00:00',
Int64Index([10395, 10396, 10397, 10398, 10399, 10400, 10401, 10402, 10403,
10404, 10405, 10406, 10407, 10408, 10409, 10410, 10411, 10412,
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10422, 10423, 10424, 10425, 10426, 10427, 10428, 10429],
dtype='int64')),
('2017-01-14 00:00:00',
Int64Index([10430, 10431, 10432, 10433, 10434, 10435, 10436, 10437, 10438,
10439, 10440, 10441, 10442, 10443, 10444, 10445, 10446, 10447,
10448, 10449, 10450, 10451, 10452, 10453, 10454, 10455, 10456,
10457, 10458, 10459, 10460, 10461, 10462, 10463, 10464],
dtype='int64')),
('2017-01-14 01:00:00',
Int64Index([10465, 10466, 10467, 10468, 10469, 10470, 10471, 10472, 10473,
10474, 10475, 10476, 10477, 10478, 10479, 10480, 10481, 10482,
10483, 10484, 10485, 10486, 10487, 10488, 10489, 10490, 10491,
10492, 10493, 10494, 10495, 10496, 10497, 10498, 10499],
dtype='int64')),
('2017-01-14 02:00:00',
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10527, 10528, 10529, 10530, 10531, 10532, 10533, 10534],
dtype='int64')),
('2017-01-14 03:00:00',
Int64Index([10535, 10536, 10537, 10538, 10539, 10540, 10541, 10542, 10543,
10544, 10545, 10546, 10547, 10548, 10549, 10550, 10551, 10552,
10553, 10554, 10555, 10556, 10557, 10558, 10559, 10560, 10561,
10562, 10563, 10564, 10565, 10566, 10567, 10568, 10569],
dtype='int64')),
('2017-01-14 04:00:00',
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10579, 10580, 10581, 10582, 10583, 10584, 10585, 10586, 10587,
10588, 10589, 10590, 10591, 10592, 10593, 10594, 10595, 10596,
10597, 10598, 10599, 10600, 10601, 10602, 10603, 10604],
dtype='int64')),
('2017-01-14 05:00:00',
Int64Index([10605, 10606, 10607, 10608, 10609, 10610, 10611, 10612, 10613,
10614, 10615, 10616, 10617, 10618, 10619, 10620, 10621, 10622,
10623, 10624, 10625, 10626, 10627, 10628, 10629, 10630, 10631,
10632, 10633, 10634, 10635, 10636, 10637, 10638, 10639],
dtype='int64')),
('2017-01-14 06:00:00',
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10649, 10650, 10651, 10652, 10653, 10654, 10655, 10656, 10657,
10658, 10659, 10660, 10661, 10662, 10663, 10664, 10665, 10666,
10667, 10668, 10669, 10670, 10671, 10672, 10673, 10674],
dtype='int64')),
('2017-01-14 07:00:00',
Int64Index([10675, 10676, 10677, 10678, 10679, 10680, 10681, 10682, 10683,
10684, 10685, 10686, 10687, 10688, 10689, 10690, 10691, 10692,
10693, 10694, 10695, 10696, 10697, 10698, 10699, 10700, 10701,
10702, 10703, 10704, 10705, 10706, 10707, 10708, 10709],
dtype='int64')),
('2017-01-14 08:00:00',
Int64Index([10710, 10711, 10712, 10713, 10714, 10715, 10716, 10717, 10718,
10719, 10720, 10721, 10722, 10723, 10724, 10725, 10726, 10727,
10728, 10729, 10730, 10731, 10732, 10733, 10734, 10735, 10736,
10737, 10738, 10739, 10740, 10741, 10742, 10743, 10744],
dtype='int64')),
('2017-01-14 09:00:00',
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10754, 10755, 10756, 10757, 10758, 10759, 10760, 10761, 10762,
10763, 10764, 10765, 10766, 10767, 10768, 10769, 10770, 10771,
10772, 10773, 10774, 10775, 10776, 10777, 10778, 10779],
dtype='int64')),
('2017-01-14 10:00:00',
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10789, 10790, 10791, 10792, 10793, 10794, 10795, 10796, 10797,
10798, 10799, 10800, 10801, 10802, 10803, 10804, 10805, 10806,
10807, 10808, 10809, 10810, 10811, 10812, 10813, 10814],
dtype='int64')),
('2017-01-14 11:00:00',
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10824, 10825, 10826, 10827, 10828, 10829, 10830, 10831, 10832,
10833, 10834, 10835, 10836, 10837, 10838, 10839, 10840, 10841,
10842, 10843, 10844, 10845, 10846, 10847, 10848, 10849],
dtype='int64')),
('2017-01-14 12:00:00',
Int64Index([10850, 10851, 10852, 10853, 10854, 10855, 10856, 10857, 10858,
10859, 10860, 10861, 10862, 10863, 10864, 10865, 10866, 10867,
10868, 10869, 10870, 10871, 10872, 10873, 10874, 10875, 10876,
10877, 10878, 10879, 10880, 10881, 10882, 10883, 10884],
dtype='int64')),
('2017-01-14 13:00:00',
Int64Index([10885, 10886, 10887, 10888, 10889, 10890, 10891, 10892, 10893,
10894, 10895, 10896, 10897, 10898, 10899, 10900, 10901, 10902,
10903, 10904, 10905, 10906, 10907, 10908, 10909, 10910, 10911,
10912, 10913, 10914, 10915, 10916, 10917, 10918, 10919],
dtype='int64')),
('2017-01-14 14:00:00',
Int64Index([10920, 10921, 10922, 10923, 10924, 10925, 10926, 10927, 10928,
10929, 10930, 10931, 10932, 10933, 10934, 10935, 10936, 10937,
10938, 10939, 10940, 10941, 10942, 10943, 10944, 10945, 10946,
10947, 10948, 10949, 10950, 10951, 10952, 10953, 10954],
dtype='int64')),
('2017-01-14 15:00:00',
Int64Index([10955, 10956, 10957, 10958, 10959, 10960, 10961, 10962, 10963,
10964, 10965, 10966, 10967, 10968, 10969, 10970, 10971, 10972,
10973, 10974, 10975, 10976, 10977, 10978, 10979, 10980, 10981,
10982, 10983, 10984, 10985, 10986, 10987, 10988, 10989],
dtype='int64')),
('2017-01-14 16:00:00',
Int64Index([10990, 10991, 10992, 10993, 10994, 10995, 10996, 10997, 10998,
10999, 11000, 11001, 11002, 11003, 11004, 11005, 11006, 11007,
11008, 11009, 11010, 11011, 11012, 11013, 11014, 11015, 11016,
11017, 11018, 11019, 11020, 11021, 11022, 11023, 11024],
dtype='int64')),
('2017-01-14 17:00:00',
Int64Index([11025, 11026, 11027, 11028, 11029, 11030, 11031, 11032, 11033,
11034, 11035, 11036, 11037, 11038, 11039, 11040, 11041, 11042,
11043, 11044, 11045, 11046, 11047, 11048, 11049, 11050, 11051,
11052, 11053, 11054, 11055, 11056, 11057, 11058, 11059],
dtype='int64')),
('2017-01-14 18:00:00',
Int64Index([11060, 11061, 11062, 11063, 11064, 11065, 11066, 11067, 11068,
11069, 11070, 11071, 11072, 11073, 11074, 11075, 11076, 11077,
11078, 11079, 11080, 11081, 11082, 11083, 11084, 11085, 11086,
11087, 11088, 11089, 11090, 11091, 11092, 11093, 11094],
dtype='int64')),
('2017-01-14 19:00:00',
Int64Index([11095, 11096, 11097, 11098, 11099, 11100, 11101, 11102, 11103,
11104, 11105, 11106, 11107, 11108, 11109, 11110, 11111, 11112,
11113, 11114, 11115, 11116, 11117, 11118, 11119, 11120, 11121,
11122, 11123, 11124, 11125, 11126, 11127, 11128, 11129],
dtype='int64')),
('2017-01-14 20:00:00',
Int64Index([11130, 11131, 11132, 11133, 11134, 11135, 11136, 11137, 11138,
11139, 11140, 11141, 11142, 11143, 11144, 11145, 11146, 11147,
11148, 11149, 11150, 11151, 11152, 11153, 11154, 11155, 11156,
11157, 11158, 11159, 11160, 11161, 11162, 11163, 11164],
dtype='int64')),
('2017-01-14 21:00:00',
Int64Index([11165, 11166, 11167, 11168, 11169, 11170, 11171, 11172, 11173,
11174, 11175, 11176, 11177, 11178, 11179, 11180, 11181, 11182,
11183, 11184, 11185, 11186, 11187, 11188, 11189, 11190, 11191,
11192, 11193, 11194, 11195, 11196, 11197, 11198, 11199],
dtype='int64')),
('2017-01-14 22:00:00',
Int64Index([11200, 11201, 11202, 11203, 11204, 11205, 11206, 11207, 11208,
11209, 11210, 11211, 11212, 11213, 11214, 11215, 11216, 11217,
11218, 11219, 11220, 11221, 11222, 11223, 11224, 11225, 11226,
11227, 11228, 11229, 11230, 11231, 11232, 11233, 11234],
dtype='int64')),
('2017-01-14 23:00:00',
Int64Index([11235, 11236, 11237, 11238, 11239, 11240, 11241, 11242, 11243,
11244, 11245, 11246, 11247, 11248, 11249, 11250, 11251, 11252,
11253, 11254, 11255, 11256, 11257, 11258, 11259, 11260, 11261,
11262, 11263, 11264, 11265, 11266, 11267, 11268, 11269],
dtype='int64')),
('2017-01-15 00:00:00',
Int64Index([11270, 11271, 11272, 11273, 11274, 11275, 11276, 11277, 11278,
11279, 11280, 11281, 11282, 11283, 11284, 11285, 11286, 11287,
11288, 11289, 11290, 11291, 11292, 11293, 11294, 11295, 11296,
11297, 11298, 11299, 11300, 11301, 11302, 11303, 11304],
dtype='int64')),
('2017-01-15 01:00:00',
Int64Index([11305, 11306, 11307, 11308, 11309, 11310, 11311, 11312, 11313,
11314, 11315, 11316, 11317, 11318, 11319, 11320, 11321, 11322,
11323, 11324, 11325, 11326, 11327, 11328, 11329, 11330, 11331,
11332, 11333, 11334, 11335, 11336, 11337, 11338, 11339],
dtype='int64')),
('2017-01-15 02:00:00',
Int64Index([11340, 11341, 11342, 11343, 11344, 11345, 11346, 11347, 11348,
11349, 11350, 11351, 11352, 11353, 11354, 11355, 11356, 11357,
11358, 11359, 11360, 11361, 11362, 11363, 11364, 11365, 11366,
11367, 11368, 11369, 11370, 11371, 11372, 11373, 11374],
dtype='int64')),
('2017-01-15 03:00:00',
Int64Index([11375, 11376, 11377, 11378, 11379, 11380, 11381, 11382, 11383,
11384, 11385, 11386, 11387, 11388, 11389, 11390, 11391, 11392,
11393, 11394, 11395, 11396, 11397, 11398, 11399, 11400, 11401,
11402, 11403, 11404, 11405, 11406, 11407, 11408, 11409],
dtype='int64')),
('2017-01-15 04:00:00',
Int64Index([11410, 11411, 11412, 11413, 11414, 11415, 11416, 11417, 11418,
11419, 11420, 11421, 11422, 11423, 11424, 11425, 11426, 11427,
11428, 11429, 11430, 11431, 11432, 11433, 11434, 11435, 11436,
11437, 11438, 11439, 11440, 11441, 11442, 11443, 11444],
dtype='int64')),
('2017-01-15 05:00:00',
Int64Index([11445, 11446, 11447, 11448, 11449, 11450, 11451, 11452, 11453,
11454, 11455, 11456, 11457, 11458, 11459, 11460, 11461, 11462,
11463, 11464, 11465, 11466, 11467, 11468, 11469, 11470, 11471,
11472, 11473, 11474, 11475, 11476, 11477, 11478, 11479],
dtype='int64')),
('2017-01-15 06:00:00',
Int64Index([11480, 11481, 11482, 11483, 11484, 11485, 11486, 11487, 11488,
11489, 11490, 11491, 11492, 11493, 11494, 11495, 11496, 11497,
11498, 11499, 11500, 11501, 11502, 11503, 11504, 11505, 11506,
11507, 11508, 11509, 11510, 11511, 11512, 11513, 11514],
dtype='int64')),
('2017-01-15 07:00:00',
Int64Index([11515, 11516, 11517, 11518, 11519, 11520, 11521, 11522, 11523,
11524, 11525, 11526, 11527, 11528, 11529, 11530, 11531, 11532,
11533, 11534, 11535, 11536, 11537, 11538, 11539, 11540, 11541,
11542, 11543, 11544, 11545, 11546, 11547, 11548, 11549],
dtype='int64')),
('2017-01-15 08:00:00',
Int64Index([11550, 11551, 11552, 11553, 11554, 11555, 11556, 11557, 11558,
11559, 11560, 11561, 11562, 11563, 11564, 11565, 11566, 11567,
11568, 11569, 11570, 11571, 11572, 11573, 11574, 11575, 11576,
11577, 11578, 11579, 11580, 11581, 11582, 11583, 11584],
dtype='int64')),
('2017-01-15 09:00:00',
Int64Index([11585, 11586, 11587, 11588, 11589, 11590, 11591, 11592, 11593,
11594, 11595, 11596, 11597, 11598, 11599, 11600, 11601, 11602,
11603, 11604, 11605, 11606, 11607, 11608, 11609, 11610, 11611,
11612, 11613, 11614, 11615, 11616, 11617, 11618, 11619],
dtype='int64')),
('2017-01-15 10:00:00',
Int64Index([11620, 11621, 11622, 11623, 11624, 11625, 11626, 11627, 11628,
11629, 11630, 11631, 11632, 11633, 11634, 11635, 11636, 11637,
11638, 11639, 11640, 11641, 11642, 11643, 11644, 11645, 11646,
11647, 11648, 11649, 11650, 11651, 11652, 11653, 11654],
dtype='int64')),
('2017-01-15 11:00:00',
Int64Index([11655, 11656, 11657, 11658, 11659, 11660, 11661, 11662, 11663,
11664, 11665, 11666, 11667, 11668, 11669, 11670, 11671, 11672,
11673, 11674, 11675, 11676, 11677, 11678, 11679, 11680, 11681,
11682, 11683, 11684, 11685, 11686, 11687, 11688, 11689],
dtype='int64')),
('2017-01-15 12:00:00',
Int64Index([11690, 11691, 11692, 11693, 11694, 11695, 11696, 11697, 11698,
11699, 11700, 11701, 11702, 11703, 11704, 11705, 11706, 11707,
11708, 11709, 11710, 11711, 11712, 11713, 11714, 11715, 11716,
11717, 11718, 11719, 11720, 11721, 11722, 11723, 11724],
dtype='int64')),
('2017-01-15 13:00:00',
Int64Index([11725, 11726, 11727, 11728, 11729, 11730, 11731, 11732, 11733,
11734, 11735, 11736, 11737, 11738, 11739, 11740, 11741, 11742,
11743, 11744, 11745, 11746, 11747, 11748, 11749, 11750, 11751,
11752, 11753, 11754, 11755, 11756, 11757, 11758, 11759],
dtype='int64')),
('2017-01-15 14:00:00',
Int64Index([11760, 11761, 11762, 11763, 11764, 11765, 11766, 11767, 11768,
11769, 11770, 11771, 11772, 11773, 11774, 11775, 11776, 11777,
11778, 11779, 11780, 11781, 11782, 11783, 11784, 11785, 11786,
11787, 11788, 11789, 11790, 11791, 11792, 11793, 11794],
dtype='int64')),
('2017-01-15 15:00:00',
Int64Index([11795, 11796, 11797, 11798, 11799, 11800, 11801, 11802, 11803,
11804, 11805, 11806, 11807, 11808, 11809, 11810, 11811, 11812,
11813, 11814, 11815, 11816, 11817, 11818, 11819, 11820, 11821,
11822, 11823, 11824, 11825, 11826, 11827, 11828, 11829],
dtype='int64')),
('2017-01-15 16:00:00',
Int64Index([11830, 11831, 11832, 11833, 11834, 11835, 11836, 11837, 11838,
11839, 11840, 11841, 11842, 11843, 11844, 11845, 11846, 11847,
11848, 11849, 11850, 11851, 11852, 11853, 11854, 11855, 11856,
11857, 11858, 11859, 11860, 11861, 11862, 11863, 11864],
dtype='int64')),
('2017-01-15 17:00:00',
Int64Index([11865, 11866, 11867, 11868, 11869, 11870, 11871, 11872, 11873,
11874, 11875, 11876, 11877, 11878, 11879, 11880, 11881, 11882,
11883, 11884, 11885, 11886, 11887, 11888, 11889, 11890, 11891,
11892, 11893, 11894, 11895, 11896, 11897, 11898, 11899],
dtype='int64')),
('2017-01-15 18:00:00',
Int64Index([11900, 11901, 11902, 11903, 11904, 11905, 11906, 11907, 11908,
11909, 11910, 11911, 11912, 11913, 11914, 11915, 11916, 11917,
11918, 11919, 11920, 11921, 11922, 11923, 11924, 11925, 11926,
11927, 11928, 11929, 11930, 11931, 11932, 11933, 11934],
dtype='int64')),
('2017-01-15 19:00:00',
Int64Index([11935, 11936, 11937, 11938, 11939, 11940, 11941, 11942, 11943,
11944, 11945, 11946, 11947, 11948, 11949, 11950, 11951, 11952,
11953, 11954, 11955, 11956, 11957, 11958, 11959, 11960, 11961,
11962, 11963, 11964, 11965, 11966, 11967, 11968, 11969],
dtype='int64')),
('2017-01-15 20:00:00',
Int64Index([11970, 11971, 11972, 11973, 11974, 11975, 11976, 11977, 11978,
11979, 11980, 11981, 11982, 11983, 11984, 11985, 11986, 11987,
11988, 11989, 11990, 11991, 11992, 11993, 11994, 11995, 11996,
11997, 11998, 11999, 12000, 12001, 12002, 12003, 12004],
dtype='int64')),
('2017-01-15 21:00:00',
Int64Index([12005, 12006, 12007, 12008, 12009, 12010, 12011, 12012, 12013,
12014, 12015, 12016, 12017, 12018, 12019, 12020, 12021, 12022,
12023, 12024, 12025, 12026, 12027, 12028, 12029, 12030, 12031,
12032, 12033, 12034, 12035, 12036, 12037, 12038, 12039],
dtype='int64')),
('2017-01-15 22:00:00',
Int64Index([12040, 12041, 12042, 12043, 12044, 12045, 12046, 12047, 12048,
12049, 12050, 12051, 12052, 12053, 12054, 12055, 12056, 12057,
12058, 12059, 12060, 12061, 12062, 12063, 12064, 12065, 12066,
12067, 12068, 12069, 12070, 12071, 12072, 12073, 12074],
dtype='int64')),
('2017-01-15 23:00:00',
Int64Index([12075, 12076, 12077, 12078, 12079, 12080, 12081, 12082, 12083,
12084, 12085, 12086, 12087, 12088, 12089, 12090, 12091, 12092,
12093, 12094, 12095, 12096, 12097, 12098, 12099, 12100, 12101,
12102, 12103, 12104, 12105, 12106, 12107, 12108, 12109],
dtype='int64')),
('2017-01-16 00:00:00',
Int64Index([12110, 12111, 12112, 12113, 12114, 12115, 12116, 12117, 12118,
12119, 12120, 12121, 12122, 12123, 12124, 12125, 12126, 12127,
12128, 12129, 12130, 12131, 12132, 12133, 12134, 12135, 12136,
12137, 12138, 12139, 12140, 12141, 12142, 12143, 12144],
dtype='int64')),
('2017-01-16 01:00:00',
Int64Index([12145, 12146, 12147, 12148, 12149, 12150, 12151, 12152, 12153,
12154, 12155, 12156, 12157, 12158, 12159, 12160, 12161, 12162,
12163, 12164, 12165, 12166, 12167, 12168, 12169, 12170, 12171,
12172, 12173, 12174, 12175, 12176, 12177, 12178, 12179],
dtype='int64')),
('2017-01-16 02:00:00',
Int64Index([12180, 12181, 12182, 12183, 12184, 12185, 12186, 12187, 12188,
12189, 12190, 12191, 12192, 12193, 12194, 12195, 12196, 12197,
12198, 12199, 12200, 12201, 12202, 12203, 12204, 12205, 12206,
12207, 12208, 12209, 12210, 12211, 12212, 12213, 12214],
dtype='int64')),
('2017-01-16 03:00:00',
Int64Index([12215, 12216, 12217, 12218, 12219, 12220, 12221, 12222, 12223,
12224, 12225, 12226, 12227, 12228, 12229, 12230, 12231, 12232,
12233, 12234, 12235, 12236, 12237, 12238, 12239, 12240, 12241,
12242, 12243, 12244, 12245, 12246, 12247, 12248, 12249],
dtype='int64')),
('2017-01-16 04:00:00',
Int64Index([12250, 12251, 12252, 12253, 12254, 12255, 12256, 12257, 12258,
12259, 12260, 12261, 12262, 12263, 12264, 12265, 12266, 12267,
12268, 12269, 12270, 12271, 12272, 12273, 12274, 12275, 12276,
12277, 12278, 12279, 12280, 12281, 12282, 12283, 12284],
dtype='int64')),
('2017-01-16 05:00:00',
Int64Index([12285, 12286, 12287, 12288, 12289, 12290, 12291, 12292, 12293,
12294, 12295, 12296, 12297, 12298, 12299, 12300, 12301, 12302,
12303, 12304, 12305, 12306, 12307, 12308, 12309, 12310, 12311,
12312, 12313, 12314, 12315, 12316, 12317, 12318, 12319],
dtype='int64')),
('2017-01-16 06:00:00',
Int64Index([12320, 12321, 12322, 12323, 12324, 12325, 12326, 12327, 12328,
12329, 12330, 12331, 12332, 12333, 12334, 12335, 12336, 12337,
12338, 12339, 12340, 12341, 12342, 12343, 12344, 12345, 12346,
12347, 12348, 12349, 12350, 12351, 12352, 12353, 12354],
dtype='int64')),
('2017-01-16 07:00:00',
Int64Index([12355, 12356, 12357, 12358, 12359, 12360, 12361, 12362, 12363,
12364, 12365, 12366, 12367, 12368, 12369, 12370, 12371, 12372,
12373, 12374, 12375, 12376, 12377, 12378, 12379, 12380, 12381,
12382, 12383, 12384, 12385, 12386, 12387, 12388, 12389],
dtype='int64')),
('2017-01-16 08:00:00',
Int64Index([12390, 12391, 12392, 12393, 12394, 12395, 12396, 12397, 12398,
12399, 12400, 12401, 12402, 12403, 12404, 12405, 12406, 12407,
12408, 12409, 12410, 12411, 12412, 12413, 12414, 12415, 12416,
12417, 12418, 12419, 12420, 12421, 12422, 12423, 12424],
dtype='int64')),
('2017-01-16 09:00:00',
Int64Index([12425, 12426, 12427, 12428, 12429, 12430, 12431, 12432, 12433,
12434, 12435, 12436, 12437, 12438, 12439, 12440, 12441, 12442,
12443, 12444, 12445, 12446, 12447, 12448, 12449, 12450, 12451,
12452, 12453, 12454, 12455, 12456, 12457, 12458, 12459],
dtype='int64')),
('2017-01-16 10:00:00',
Int64Index([12460, 12461, 12462, 12463, 12464, 12465, 12466, 12467, 12468,
12469, 12470, 12471, 12472, 12473, 12474, 12475, 12476, 12477,
12478, 12479, 12480, 12481, 12482, 12483, 12484, 12485, 12486,
12487, 12488, 12489, 12490, 12491, 12492, 12493, 12494],
dtype='int64')),
('2017-01-16 11:00:00',
Int64Index([12495, 12496, 12497, 12498, 12499, 12500, 12501, 12502, 12503,
12504, 12505, 12506, 12507, 12508, 12509, 12510, 12511, 12512,
12513, 12514, 12515, 12516, 12517, 12518, 12519, 12520, 12521,
12522, 12523, 12524, 12525, 12526, 12527, 12528, 12529],
dtype='int64')),
('2017-01-16 12:00:00',
Int64Index([12530, 12531, 12532, 12533, 12534, 12535, 12536, 12537, 12538,
12539, 12540, 12541, 12542, 12543, 12544, 12545, 12546, 12547,
12548, 12549, 12550, 12551, 12552, 12553, 12554, 12555, 12556,
12557, 12558, 12559, 12560, 12561, 12562, 12563, 12564],
dtype='int64')),
('2017-01-16 13:00:00',
Int64Index([12565, 12566, 12567, 12568, 12569, 12570, 12571, 12572, 12573,
12574, 12575, 12576, 12577, 12578, 12579, 12580, 12581, 12582,
12583, 12584, 12585, 12586, 12587, 12588, 12589, 12590, 12591,
12592, 12593, 12594, 12595, 12596, 12597, 12598, 12599],
dtype='int64')),
('2017-01-16 14:00:00',
Int64Index([12600, 12601, 12602, 12603, 12604, 12605, 12606, 12607, 12608,
12609, 12610, 12611, 12612, 12613, 12614, 12615, 12616, 12617,
12618, 12619, 12620, 12621, 12622, 12623, 12624, 12625, 12626,
12627, 12628, 12629, 12630, 12631, 12632, 12633, 12634],
dtype='int64')),
('2017-01-16 15:00:00',
Int64Index([12635, 12636, 12637, 12638, 12639, 12640, 12641, 12642, 12643,
12644, 12645, 12646, 12647, 12648, 12649, 12650, 12651, 12652,
12653, 12654, 12655, 12656, 12657, 12658, 12659, 12660, 12661,
12662, 12663, 12664, 12665, 12666, 12667, 12668, 12669],
dtype='int64')),
('2017-01-16 16:00:00',
Int64Index([12670, 12671, 12672, 12673, 12674, 12675, 12676, 12677, 12678,
12679, 12680, 12681, 12682, 12683, 12684, 12685, 12686, 12687,
12688, 12689, 12690, 12691, 12692, 12693, 12694, 12695, 12696,
12697, 12698, 12699, 12700, 12701, 12702, 12703, 12704],
dtype='int64')),
('2017-01-16 17:00:00',
Int64Index([12705, 12706, 12707, 12708, 12709, 12710, 12711, 12712, 12713,
12714, 12715, 12716, 12717, 12718, 12719, 12720, 12721, 12722,
12723, 12724, 12725, 12726, 12727, 12728, 12729, 12730, 12731,
12732, 12733, 12734, 12735, 12736, 12737, 12738, 12739],
dtype='int64')),
('2017-01-16 18:00:00',
Int64Index([12740, 12741, 12742, 12743, 12744, 12745, 12746, 12747, 12748,
12749, 12750, 12751, 12752, 12753, 12754, 12755, 12756, 12757,
12758, 12759, 12760, 12761, 12762, 12763, 12764, 12765, 12766,
12767, 12768, 12769, 12770, 12771, 12772, 12773, 12774],
dtype='int64')),
('2017-01-16 19:00:00',
Int64Index([12775, 12776, 12777, 12778, 12779, 12780, 12781, 12782, 12783,
12784, 12785, 12786, 12787, 12788, 12789, 12790, 12791, 12792,
12793, 12794, 12795, 12796, 12797, 12798, 12799, 12800, 12801,
12802, 12803, 12804, 12805, 12806, 12807, 12808, 12809],
dtype='int64')),
('2017-01-16 20:00:00',
Int64Index([12810, 12811, 12812, 12813, 12814, 12815, 12816, 12817, 12818,
12819, 12820, 12821, 12822, 12823, 12824, 12825, 12826, 12827,
12828, 12829, 12830, 12831, 12832, 12833, 12834, 12835, 12836,
12837, 12838, 12839, 12840, 12841, 12842, 12843, 12844],
dtype='int64')),
('2017-01-16 21:00:00',
Int64Index([12845, 12846, 12847, 12848, 12849, 12850, 12851, 12852, 12853,
12854, 12855, 12856, 12857, 12858, 12859, 12860, 12861, 12862,
12863, 12864, 12865, 12866, 12867, 12868, 12869, 12870, 12871,
12872, 12873, 12874, 12875, 12876, 12877, 12878, 12879],
dtype='int64')),
('2017-01-16 22:00:00',
Int64Index([12880, 12881, 12882, 12883, 12884, 12885, 12886, 12887, 12888,
12889, 12890, 12891, 12892, 12893, 12894, 12895, 12896, 12897,
12898, 12899, 12900, 12901, 12902, 12903, 12904, 12905, 12906,
12907, 12908, 12909, 12910, 12911, 12912, 12913, 12914],
dtype='int64')),
('2017-01-16 23:00:00',
Int64Index([12915, 12916, 12917, 12918, 12919, 12920, 12921, 12922, 12923,
12924, 12925, 12926, 12927, 12928, 12929, 12930, 12931, 12932,
12933, 12934, 12935, 12936, 12937, 12938, 12939, 12940, 12941,
12942, 12943, 12944, 12945, 12946, 12947, 12948, 12949],
dtype='int64')),
('2017-01-17 00:00:00',
Int64Index([12950, 12951, 12952, 12953, 12954, 12955, 12956, 12957, 12958,
12959, 12960, 12961, 12962, 12963, 12964, 12965, 12966, 12967,
12968, 12969, 12970, 12971, 12972, 12973, 12974, 12975, 12976,
12977, 12978, 12979, 12980, 12981, 12982, 12983, 12984],
dtype='int64')),
('2017-01-17 01:00:00',
Int64Index([12985, 12986, 12987, 12988, 12989, 12990, 12991, 12992, 12993,
12994, 12995, 12996, 12997, 12998, 12999, 13000, 13001, 13002,
13003, 13004, 13005, 13006, 13007, 13008, 13009, 13010, 13011,
13012, 13013, 13014, 13015, 13016, 13017, 13018, 13019],
dtype='int64')),
('2017-01-17 02:00:00',
Int64Index([13020, 13021, 13022, 13023, 13024, 13025, 13026, 13027, 13028,
13029, 13030, 13031, 13032, 13033, 13034, 13035, 13036, 13037,
13038, 13039, 13040, 13041, 13042, 13043, 13044, 13045, 13046,
13047, 13048, 13049, 13050, 13051, 13052, 13053, 13054],
dtype='int64')),
('2017-01-17 03:00:00',
Int64Index([13055, 13056, 13057, 13058, 13059, 13060, 13061, 13062, 13063,
13064, 13065, 13066, 13067, 13068, 13069, 13070, 13071, 13072,
13073, 13074, 13075, 13076, 13077, 13078, 13079, 13080, 13081,
13082, 13083, 13084, 13085, 13086, 13087, 13088, 13089],
dtype='int64')),
('2017-01-17 04:00:00',
Int64Index([13090, 13091, 13092, 13093, 13094, 13095, 13096, 13097, 13098,
13099, 13100, 13101, 13102, 13103, 13104, 13105, 13106, 13107,
13108, 13109, 13110, 13111, 13112, 13113, 13114, 13115, 13116,
13117, 13118, 13119, 13120, 13121, 13122, 13123, 13124],
dtype='int64')),
('2017-01-17 05:00:00',
Int64Index([13125, 13126, 13127, 13128, 13129, 13130, 13131, 13132, 13133,
13134, 13135, 13136, 13137, 13138, 13139, 13140, 13141, 13142,
13143, 13144, 13145, 13146, 13147, 13148, 13149, 13150, 13151,
13152, 13153, 13154, 13155, 13156, 13157, 13158, 13159],
dtype='int64')),
('2017-01-17 06:00:00',
Int64Index([13160, 13161, 13162, 13163, 13164, 13165, 13166, 13167, 13168,
13169, 13170, 13171, 13172, 13173, 13174, 13175, 13176, 13177,
13178, 13179, 13180, 13181, 13182, 13183, 13184, 13185, 13186,
13187, 13188, 13189, 13190, 13191, 13192, 13193, 13194],
dtype='int64')),
('2017-01-17 07:00:00',
Int64Index([13195, 13196, 13197, 13198, 13199, 13200, 13201, 13202, 13203,
13204, 13205, 13206, 13207, 13208, 13209, 13210, 13211, 13212,
13213, 13214, 13215, 13216, 13217, 13218, 13219, 13220, 13221,
13222, 13223, 13224, 13225, 13226, 13227, 13228, 13229],
dtype='int64')),
('2017-01-17 08:00:00',
Int64Index([13230, 13231, 13232, 13233, 13234, 13235, 13236, 13237, 13238,
13239, 13240, 13241, 13242, 13243, 13244, 13245, 13246, 13247,
13248, 13249, 13250, 13251, 13252, 13253, 13254, 13255, 13256,
13257, 13258, 13259, 13260, 13261, 13262, 13263, 13264],
dtype='int64')),
('2017-01-17 09:00:00',
Int64Index([13265, 13266, 13267, 13268, 13269, 13270, 13271, 13272, 13273,
13274, 13275, 13276, 13277, 13278, 13279, 13280, 13281, 13282,
13283, 13284, 13285, 13286, 13287, 13288, 13289, 13290, 13291,
13292, 13293, 13294, 13295, 13296, 13297, 13298, 13299],
dtype='int64')),
('2017-01-17 10:00:00',
Int64Index([13300, 13301, 13302, 13303, 13304, 13305, 13306, 13307, 13308,
13309, 13310, 13311, 13312, 13313, 13314, 13315, 13316, 13317,
13318, 13319, 13320, 13321, 13322, 13323, 13324, 13325, 13326,
13327, 13328, 13329, 13330, 13331, 13332, 13333, 13334],
dtype='int64')),
('2017-01-17 11:00:00',
Int64Index([13335, 13336, 13337, 13338, 13339, 13340, 13341, 13342, 13343,
13344, 13345, 13346, 13347, 13348, 13349, 13350, 13351, 13352,
13353, 13354, 13355, 13356, 13357, 13358, 13359, 13360, 13361,
13362, 13363, 13364, 13365, 13366, 13367, 13368, 13369],
dtype='int64')),
('2017-01-17 12:00:00',
Int64Index([13370, 13371, 13372, 13373, 13374, 13375, 13376, 13377, 13378,
13379, 13380, 13381, 13382, 13383, 13384, 13385, 13386, 13387,
13388, 13389, 13390, 13391, 13392, 13393, 13394, 13395, 13396,
13397, 13398, 13399, 13400, 13401, 13402, 13403, 13404],
dtype='int64')),
('2017-01-17 13:00:00',
Int64Index([13405, 13406, 13407, 13408, 13409, 13410, 13411, 13412, 13413,
13414, 13415, 13416, 13417, 13418, 13419, 13420, 13421, 13422,
13423, 13424, 13425, 13426, 13427, 13428, 13429, 13430, 13431,
13432, 13433, 13434, 13435, 13436, 13437, 13438, 13439],
dtype='int64')),
('2017-01-17 14:00:00',
Int64Index([13440, 13441, 13442, 13443, 13444, 13445, 13446, 13447, 13448,
13449, 13450, 13451, 13452, 13453, 13454, 13455, 13456, 13457,
13458, 13459, 13460, 13461, 13462, 13463, 13464, 13465, 13466,
13467, 13468, 13469, 13470, 13471, 13472, 13473, 13474],
dtype='int64')),
('2017-01-17 15:00:00',
Int64Index([13475, 13476, 13477, 13478, 13479, 13480, 13481, 13482, 13483,
13484, 13485, 13486, 13487, 13488, 13489, 13490, 13491, 13492,
13493, 13494, 13495, 13496, 13497, 13498, 13499, 13500, 13501,
13502, 13503, 13504, 13505, 13506, 13507, 13508, 13509],
dtype='int64')),
('2017-01-17 16:00:00',
Int64Index([13510, 13511, 13512, 13513, 13514, 13515, 13516, 13517, 13518,
13519, 13520, 13521, 13522, 13523, 13524, 13525, 13526, 13527,
13528, 13529, 13530, 13531, 13532, 13533, 13534, 13535, 13536,
13537, 13538, 13539, 13540, 13541, 13542, 13543, 13544],
dtype='int64')),
('2017-01-17 17:00:00',
Int64Index([13545, 13546, 13547, 13548, 13549, 13550, 13551, 13552, 13553,
13554, 13555, 13556, 13557, 13558, 13559, 13560, 13561, 13562,
13563, 13564, 13565, 13566, 13567, 13568, 13569, 13570, 13571,
13572, 13573, 13574, 13575, 13576, 13577, 13578, 13579],
dtype='int64')),
('2017-01-17 18:00:00',
Int64Index([13580, 13581, 13582, 13583, 13584, 13585, 13586, 13587, 13588,
13589, 13590, 13591, 13592, 13593, 13594, 13595, 13596, 13597,
13598, 13599, 13600, 13601, 13602, 13603, 13604, 13605, 13606,
13607, 13608, 13609, 13610, 13611, 13612, 13613, 13614],
dtype='int64')),
('2017-01-17 19:00:00',
Int64Index([13615, 13616, 13617, 13618, 13619, 13620, 13621, 13622, 13623,
13624, 13625, 13626, 13627, 13628, 13629, 13630, 13631, 13632,
13633, 13634, 13635, 13636, 13637, 13638, 13639, 13640, 13641,
13642, 13643, 13644, 13645, 13646, 13647, 13648, 13649],
dtype='int64')),
('2017-01-17 20:00:00',
Int64Index([13650, 13651, 13652, 13653, 13654, 13655, 13656, 13657, 13658,
13659, 13660, 13661, 13662, 13663, 13664, 13665, 13666, 13667,
13668, 13669, 13670, 13671, 13672, 13673, 13674, 13675, 13676,
13677, 13678, 13679, 13680, 13681, 13682, 13683, 13684],
dtype='int64')),
('2017-01-17 21:00:00',
Int64Index([13685, 13686, 13687, 13688, 13689, 13690, 13691, 13692, 13693,
13694, 13695, 13696, 13697, 13698, 13699, 13700, 13701, 13702,
13703, 13704, 13705, 13706, 13707, 13708, 13709, 13710, 13711,
13712, 13713, 13714, 13715, 13716, 13717, 13718, 13719],
dtype='int64')),
('2017-01-17 22:00:00',
Int64Index([13720, 13721, 13722, 13723, 13724, 13725, 13726, 13727, 13728,
13729, 13730, 13731, 13732, 13733, 13734, 13735, 13736, 13737,
13738, 13739, 13740, 13741, 13742, 13743, 13744, 13745, 13746,
13747, 13748, 13749, 13750, 13751, 13752, 13753, 13754],
dtype='int64')),
('2017-01-17 23:00:00',
Int64Index([13755, 13756, 13757, 13758, 13759, 13760, 13761, 13762, 13763,
13764, 13765, 13766, 13767, 13768, 13769, 13770, 13771, 13772,
13773, 13774, 13775, 13776, 13777, 13778, 13779, 13780, 13781,
13782, 13783, 13784, 13785, 13786, 13787, 13788, 13789],
dtype='int64')),
('2017-01-18 00:00:00',
Int64Index([13790, 13791, 13792, 13793, 13794, 13795, 13796, 13797, 13798,
13799, 13800, 13801, 13802, 13803, 13804, 13805, 13806, 13807,
13808, 13809, 13810, 13811, 13812, 13813, 13814, 13815, 13816,
13817, 13818, 13819, 13820, 13821, 13822, 13823, 13824],
dtype='int64')),
('2017-01-18 01:00:00',
Int64Index([13825, 13826, 13827, 13828, 13829, 13830, 13831, 13832, 13833,
13834, 13835, 13836, 13837, 13838, 13839, 13840, 13841, 13842,
13843, 13844, 13845, 13846, 13847, 13848, 13849, 13850, 13851,
13852, 13853, 13854, 13855, 13856, 13857, 13858, 13859],
dtype='int64')),
('2017-01-18 02:00:00',
Int64Index([13860, 13861, 13862, 13863, 13864, 13865, 13866, 13867, 13868,
13869, 13870, 13871, 13872, 13873, 13874, 13875, 13876, 13877,
13878, 13879, 13880, 13881, 13882, 13883, 13884, 13885, 13886,
13887, 13888, 13889, 13890, 13891, 13892, 13893, 13894],
dtype='int64')),
('2017-01-18 03:00:00',
Int64Index([13895, 13896, 13897, 13898, 13899, 13900, 13901, 13902, 13903,
13904, 13905, 13906, 13907, 13908, 13909, 13910, 13911, 13912,
13913, 13914, 13915, 13916, 13917, 13918, 13919, 13920, 13921,
13922, 13923, 13924, 13925, 13926, 13927, 13928, 13929],
dtype='int64')),
('2017-01-18 04:00:00',
Int64Index([13930, 13931, 13932, 13933, 13934, 13935, 13936, 13937, 13938,
13939, 13940, 13941, 13942, 13943, 13944, 13945, 13946, 13947,
13948, 13949, 13950, 13951, 13952, 13953, 13954, 13955, 13956,
13957, 13958, 13959, 13960, 13961, 13962, 13963, 13964],
dtype='int64')),
('2017-01-18 05:00:00',
Int64Index([13965, 13966, 13967, 13968, 13969, 13970, 13971, 13972, 13973,
13974, 13975, 13976, 13977, 13978, 13979, 13980, 13981, 13982,
13983, 13984, 13985, 13986, 13987, 13988, 13989, 13990, 13991,
13992, 13993, 13994, 13995, 13996, 13997, 13998, 13999],
dtype='int64')),
('2017-01-18 06:00:00',
Int64Index([14000, 14001, 14002, 14003, 14004, 14005, 14006, 14007, 14008,
14009, 14010, 14011, 14012, 14013, 14014, 14015, 14016, 14017,
14018, 14019, 14020, 14021, 14022, 14023, 14024, 14025, 14026,
14027, 14028, 14029, 14030, 14031, 14032, 14033, 14034],
dtype='int64')),
('2017-01-18 07:00:00',
Int64Index([14035, 14036, 14037, 14038, 14039, 14040, 14041, 14042, 14043,
14044, 14045, 14046, 14047, 14048, 14049, 14050, 14051, 14052,
14053, 14054, 14055, 14056, 14057, 14058, 14059, 14060, 14061,
14062, 14063, 14064, 14065, 14066, 14067, 14068, 14069],
dtype='int64')),
('2017-01-18 08:00:00',
Int64Index([14070, 14071, 14072, 14073, 14074, 14075, 14076, 14077, 14078,
14079, 14080, 14081, 14082, 14083, 14084, 14085, 14086, 14087,
14088, 14089, 14090, 14091, 14092, 14093, 14094, 14095, 14096,
14097, 14098, 14099, 14100, 14101, 14102, 14103, 14104],
dtype='int64')),
('2017-01-18 09:00:00',
Int64Index([14105, 14106, 14107, 14108, 14109, 14110, 14111, 14112, 14113,
14114, 14115, 14116, 14117, 14118, 14119, 14120, 14121, 14122,
14123, 14124, 14125, 14126, 14127, 14128, 14129, 14130, 14131,
14132, 14133, 14134, 14135, 14136, 14137, 14138, 14139],
dtype='int64')),
('2017-01-18 10:00:00',
Int64Index([14140, 14141, 14142, 14143, 14144, 14145, 14146, 14147, 14148,
14149, 14150, 14151, 14152, 14153, 14154, 14155, 14156, 14157,
14158, 14159, 14160, 14161, 14162, 14163, 14164, 14165, 14166,
14167, 14168, 14169, 14170, 14171, 14172, 14173, 14174],
dtype='int64')),
('2017-01-18 11:00:00',
Int64Index([14175, 14176, 14177, 14178, 14179, 14180, 14181, 14182, 14183,
14184, 14185, 14186, 14187, 14188, 14189, 14190, 14191, 14192,
14193, 14194, 14195, 14196, 14197, 14198, 14199, 14200, 14201,
14202, 14203, 14204, 14205, 14206, 14207, 14208, 14209],
dtype='int64')),
('2017-01-18 12:00:00',
Int64Index([14210, 14211, 14212, 14213, 14214, 14215, 14216, 14217, 14218,
14219, 14220, 14221, 14222, 14223, 14224, 14225, 14226, 14227,
14228, 14229, 14230, 14231, 14232, 14233, 14234, 14235, 14236,
14237, 14238, 14239, 14240, 14241, 14242, 14243, 14244],
dtype='int64')),
('2017-01-18 13:00:00',
Int64Index([14245, 14246, 14247, 14248, 14249, 14250, 14251, 14252, 14253,
14254, 14255, 14256, 14257, 14258, 14259, 14260, 14261, 14262,
14263, 14264, 14265, 14266, 14267, 14268, 14269, 14270, 14271,
14272, 14273, 14274, 14275, 14276, 14277, 14278, 14279],
dtype='int64')),
('2017-01-18 14:00:00',
Int64Index([14280, 14281, 14282, 14283, 14284, 14285, 14286, 14287, 14288,
14289, 14290, 14291, 14292, 14293, 14294, 14295, 14296, 14297,
14298, 14299, 14300, 14301, 14302, 14303, 14304, 14305, 14306,
14307, 14308, 14309, 14310, 14311, 14312, 14313, 14314],
dtype='int64')),
('2017-01-18 15:00:00',
Int64Index([14315, 14316, 14317, 14318, 14319, 14320, 14321, 14322, 14323,
14324, 14325, 14326, 14327, 14328, 14329, 14330, 14331, 14332,
14333, 14334, 14335, 14336, 14337, 14338, 14339, 14340, 14341,
14342, 14343, 14344, 14345, 14346, 14347, 14348, 14349],
dtype='int64')),
('2017-01-18 16:00:00',
Int64Index([14350, 14351, 14352, 14353, 14354, 14355, 14356, 14357, 14358,
14359, 14360, 14361, 14362, 14363, 14364, 14365, 14366, 14367,
14368, 14369, 14370, 14371, 14372, 14373, 14374, 14375, 14376,
14377, 14378, 14379, 14380, 14381, 14382, 14383, 14384],
dtype='int64')),
('2017-01-18 17:00:00',
Int64Index([14385, 14386, 14387, 14388, 14389, 14390, 14391, 14392, 14393,
14394, 14395, 14396, 14397, 14398, 14399, 14400, 14401, 14402,
14403, 14404, 14405, 14406, 14407, 14408, 14409, 14410, 14411,
14412, 14413, 14414, 14415, 14416, 14417, 14418, 14419],
dtype='int64')),
('2017-01-18 18:00:00',
Int64Index([14420, 14421, 14422, 14423, 14424, 14425, 14426, 14427, 14428,
14429, 14430, 14431, 14432, 14433, 14434, 14435, 14436, 14437,
14438, 14439, 14440, 14441, 14442, 14443, 14444, 14445, 14446,
14447, 14448, 14449, 14450, 14451, 14452, 14453, 14454],
dtype='int64')),
('2017-01-18 19:00:00',
Int64Index([14455, 14456, 14457, 14458, 14459, 14460, 14461, 14462, 14463,
14464, 14465, 14466, 14467, 14468, 14469, 14470, 14471, 14472,
14473, 14474, 14475, 14476, 14477, 14478, 14479, 14480, 14481,
14482, 14483, 14484, 14485, 14486, 14487, 14488, 14489],
dtype='int64')),
('2017-01-18 20:00:00',
Int64Index([14490, 14491, 14492, 14493, 14494, 14495, 14496, 14497, 14498,
14499, 14500, 14501, 14502, 14503, 14504, 14505, 14506, 14507,
14508, 14509, 14510, 14511, 14512, 14513, 14514, 14515, 14516,
14517, 14518, 14519, 14520, 14521, 14522, 14523, 14524],
dtype='int64')),
('2017-01-18 21:00:00',
Int64Index([14525, 14526, 14527, 14528, 14529, 14530, 14531, 14532, 14533,
14534, 14535, 14536, 14537, 14538, 14539, 14540, 14541, 14542,
14543, 14544, 14545, 14546, 14547, 14548, 14549, 14550, 14551,
14552, 14553, 14554, 14555, 14556, 14557, 14558, 14559],
dtype='int64')),
('2017-01-18 22:00:00',
Int64Index([14560, 14561, 14562, 14563, 14564, 14565, 14566, 14567, 14568,
14569, 14570, 14571, 14572, 14573, 14574, 14575, 14576, 14577,
14578, 14579, 14580, 14581, 14582, 14583, 14584, 14585, 14586,
14587, 14588, 14589, 14590, 14591, 14592, 14593, 14594],
dtype='int64')),
('2017-01-18 23:00:00',
Int64Index([14595, 14596, 14597, 14598, 14599, 14600, 14601, 14602, 14603,
14604, 14605, 14606, 14607, 14608, 14609, 14610, 14611, 14612,
14613, 14614, 14615, 14616, 14617, 14618, 14619, 14620, 14621,
14622, 14623, 14624, 14625, 14626, 14627, 14628, 14629],
dtype='int64')),
('2017-01-19 00:00:00',
Int64Index([14630, 14631, 14632, 14633, 14634, 14635, 14636, 14637, 14638,
14639, 14640, 14641, 14642, 14643, 14644, 14645, 14646, 14647,
14648, 14649, 14650, 14651, 14652, 14653, 14654, 14655, 14656,
14657, 14658, 14659, 14660, 14661, 14662, 14663, 14664],
dtype='int64')),
('2017-01-19 01:00:00',
Int64Index([14665, 14666, 14667, 14668, 14669, 14670, 14671, 14672, 14673,
14674, 14675, 14676, 14677, 14678, 14679, 14680, 14681, 14682,
14683, 14684, 14685, 14686, 14687, 14688, 14689, 14690, 14691,
14692, 14693, 14694, 14695, 14696, 14697, 14698, 14699],
dtype='int64')),
('2017-01-19 02:00:00',
Int64Index([14700, 14701, 14702, 14703, 14704, 14705, 14706, 14707, 14708,
14709, 14710, 14711, 14712, 14713, 14714, 14715, 14716, 14717,
14718, 14719, 14720, 14721, 14722, 14723, 14724, 14725, 14726,
14727, 14728, 14729, 14730, 14731, 14732, 14733, 14734],
dtype='int64')),
('2017-01-19 03:00:00',
Int64Index([14735, 14736, 14737, 14738, 14739, 14740, 14741, 14742, 14743,
14744, 14745, 14746, 14747, 14748, 14749, 14750, 14751, 14752,
14753, 14754, 14755, 14756, 14757, 14758, 14759, 14760, 14761,
14762, 14763, 14764, 14765, 14766, 14767, 14768, 14769],
dtype='int64')),
('2017-01-19 04:00:00',
Int64Index([14770, 14771, 14772, 14773, 14774, 14775, 14776, 14777, 14778,
14779, 14780, 14781, 14782, 14783, 14784, 14785, 14786, 14787,
14788, 14789, 14790, 14791, 14792, 14793, 14794, 14795, 14796,
14797, 14798, 14799, 14800, 14801, 14802, 14803, 14804],
dtype='int64')),
('2017-01-19 05:00:00',
Int64Index([14805, 14806, 14807, 14808, 14809, 14810, 14811, 14812, 14813,
14814, 14815, 14816, 14817, 14818, 14819, 14820, 14821, 14822,
14823, 14824, 14825, 14826, 14827, 14828, 14829, 14830, 14831,
14832, 14833, 14834, 14835, 14836, 14837, 14838, 14839],
dtype='int64')),
('2017-01-19 06:00:00',
Int64Index([14840, 14841, 14842, 14843, 14844, 14845, 14846, 14847, 14848,
14849, 14850, 14851, 14852, 14853, 14854, 14855, 14856, 14857,
14858, 14859, 14860, 14861, 14862, 14863, 14864, 14865, 14866,
14867, 14868, 14869, 14870, 14871, 14872, 14873, 14874],
dtype='int64')),
('2017-01-19 07:00:00',
Int64Index([14875, 14876, 14877, 14878, 14879, 14880, 14881, 14882, 14883,
14884, 14885, 14886, 14887, 14888, 14889, 14890, 14891, 14892,
14893, 14894, 14895, 14896, 14897, 14898, 14899, 14900, 14901,
14902, 14903, 14904, 14905, 14906, 14907, 14908, 14909],
dtype='int64')),
('2017-01-19 08:00:00',
Int64Index([14910, 14911, 14912, 14913, 14914, 14915, 14916, 14917, 14918,
14919, 14920, 14921, 14922, 14923, 14924, 14925, 14926, 14927,
14928, 14929, 14930, 14931, 14932, 14933, 14934, 14935, 14936,
14937, 14938, 14939, 14940, 14941, 14942, 14943, 14944],
dtype='int64')),
('2017-01-19 09:00:00',
Int64Index([14945, 14946, 14947, 14948, 14949, 14950, 14951, 14952, 14953,
14954, 14955, 14956, 14957, 14958, 14959, 14960, 14961, 14962,
14963, 14964, 14965, 14966, 14967, 14968, 14969, 14970, 14971,
14972, 14973, 14974, 14975, 14976, 14977, 14978, 14979],
dtype='int64')),
('2017-01-19 10:00:00',
Int64Index([14980, 14981, 14982, 14983, 14984, 14985, 14986, 14987, 14988,
14989, 14990, 14991, 14992, 14993, 14994, 14995, 14996, 14997,
14998, 14999, 15000, 15001, 15002, 15003, 15004, 15005, 15006,
15007, 15008, 15009, 15010, 15011, 15012, 15013, 15014],
dtype='int64')),
('2017-01-19 11:00:00',
Int64Index([15015, 15016, 15017, 15018, 15019, 15020, 15021, 15022, 15023,
15024, 15025, 15026, 15027, 15028, 15029, 15030, 15031, 15032,
15033, 15034, 15035, 15036, 15037, 15038, 15039, 15040, 15041,
15042, 15043, 15044, 15045, 15046, 15047, 15048, 15049],
dtype='int64')),
('2017-01-19 12:00:00',
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15059, 15060, 15061, 15062, 15063, 15064, 15065, 15066, 15067,
15068, 15069, 15070, 15071, 15072, 15073, 15074, 15075, 15076,
15077, 15078, 15079, 15080, 15081, 15082, 15083, 15084],
dtype='int64')),
('2017-01-19 13:00:00',
Int64Index([15085, 15086, 15087, 15088, 15089, 15090, 15091, 15092, 15093,
15094, 15095, 15096, 15097, 15098, 15099, 15100, 15101, 15102,
15103, 15104, 15105, 15106, 15107, 15108, 15109, 15110, 15111,
15112, 15113, 15114, 15115, 15116, 15117, 15118, 15119],
dtype='int64')),
('2017-01-19 14:00:00',
Int64Index([15120, 15121, 15122, 15123, 15124, 15125, 15126, 15127, 15128,
15129, 15130, 15131, 15132, 15133, 15134, 15135, 15136, 15137,
15138, 15139, 15140, 15141, 15142, 15143, 15144, 15145, 15146,
15147, 15148, 15149, 15150, 15151, 15152, 15153, 15154],
dtype='int64')),
('2017-01-19 15:00:00',
Int64Index([15155, 15156, 15157, 15158, 15159, 15160, 15161, 15162, 15163,
15164, 15165, 15166, 15167, 15168, 15169, 15170, 15171, 15172,
15173, 15174, 15175, 15176, 15177, 15178, 15179, 15180, 15181,
15182, 15183, 15184, 15185, 15186, 15187, 15188, 15189],
dtype='int64')),
('2017-01-19 16:00:00',
Int64Index([15190, 15191, 15192, 15193, 15194, 15195, 15196, 15197, 15198,
15199, 15200, 15201, 15202, 15203, 15204, 15205, 15206, 15207,
15208, 15209, 15210, 15211, 15212, 15213, 15214, 15215, 15216,
15217, 15218, 15219, 15220, 15221, 15222, 15223, 15224],
dtype='int64')),
('2017-01-19 17:00:00',
Int64Index([15225, 15226, 15227, 15228, 15229, 15230, 15231, 15232, 15233,
15234, 15235, 15236, 15237, 15238, 15239, 15240, 15241, 15242,
15243, 15244, 15245, 15246, 15247, 15248, 15249, 15250, 15251,
15252, 15253, 15254, 15255, 15256, 15257, 15258, 15259],
dtype='int64')),
('2017-01-19 18:00:00',
Int64Index([15260, 15261, 15262, 15263, 15264, 15265, 15266, 15267, 15268,
15269, 15270, 15271, 15272, 15273, 15274, 15275, 15276, 15277,
15278, 15279, 15280, 15281, 15282, 15283, 15284, 15285, 15286,
15287, 15288, 15289, 15290, 15291, 15292, 15293, 15294],
dtype='int64')),
('2017-01-19 19:00:00',
Int64Index([15295, 15296, 15297, 15298, 15299, 15300, 15301, 15302, 15303,
15304, 15305, 15306, 15307, 15308, 15309, 15310, 15311, 15312,
15313, 15314, 15315, 15316, 15317, 15318, 15319, 15320, 15321,
15322, 15323, 15324, 15325, 15326, 15327, 15328, 15329],
dtype='int64')),
('2017-01-19 20:00:00',
Int64Index([15330, 15331, 15332, 15333, 15334, 15335, 15336, 15337, 15338,
15339, 15340, 15341, 15342, 15343, 15344, 15345, 15346, 15347,
15348, 15349, 15350, 15351, 15352, 15353, 15354, 15355, 15356,
15357, 15358, 15359, 15360, 15361, 15362, 15363, 15364],
dtype='int64')),
('2017-01-19 21:00:00',
Int64Index([15365, 15366, 15367, 15368, 15369, 15370, 15371, 15372, 15373,
15374, 15375, 15376, 15377, 15378, 15379, 15380, 15381, 15382,
15383, 15384, 15385, 15386, 15387, 15388, 15389, 15390, 15391,
15392, 15393, 15394, 15395, 15396, 15397, 15398, 15399],
dtype='int64')),
('2017-01-19 22:00:00',
Int64Index([15400, 15401, 15402, 15403, 15404, 15405, 15406, 15407, 15408,
15409, 15410, 15411, 15412, 15413, 15414, 15415, 15416, 15417,
15418, 15419, 15420, 15421, 15422, 15423, 15424, 15425, 15426,
15427, 15428, 15429, 15430, 15431, 15432, 15433, 15434],
dtype='int64')),
('2017-01-19 23:00:00',
Int64Index([15435, 15436, 15437, 15438, 15439, 15440, 15441, 15442, 15443,
15444, 15445, 15446, 15447, 15448, 15449, 15450, 15451, 15452,
15453, 15454, 15455, 15456, 15457, 15458, 15459, 15460, 15461,
15462, 15463, 15464, 15465, 15466, 15467, 15468, 15469],
dtype='int64')),
('2017-01-20 00:00:00',
Int64Index([15470, 15471, 15472, 15473, 15474, 15475, 15476, 15477, 15478,
15479, 15480, 15481, 15482, 15483, 15484, 15485, 15486, 15487,
15488, 15489, 15490, 15491, 15492, 15493, 15494, 15495, 15496,
15497, 15498, 15499, 15500, 15501, 15502, 15503, 15504],
dtype='int64')),
('2017-01-20 01:00:00',
Int64Index([15505, 15506, 15507, 15508, 15509, 15510, 15511, 15512, 15513,
15514, 15515, 15516, 15517, 15518, 15519, 15520, 15521, 15522,
15523, 15524, 15525, 15526, 15527, 15528, 15529, 15530, 15531,
15532, 15533, 15534, 15535, 15536, 15537, 15538, 15539],
dtype='int64')),
('2017-01-20 02:00:00',
Int64Index([15540, 15541, 15542, 15543, 15544, 15545, 15546, 15547, 15548,
15549, 15550, 15551, 15552, 15553, 15554, 15555, 15556, 15557,
15558, 15559, 15560, 15561, 15562, 15563, 15564, 15565, 15566,
15567, 15568, 15569, 15570, 15571, 15572, 15573, 15574],
dtype='int64')),
('2017-01-20 03:00:00',
Int64Index([15575, 15576, 15577, 15578, 15579, 15580, 15581, 15582, 15583,
15584, 15585, 15586, 15587, 15588, 15589, 15590, 15591, 15592,
15593, 15594, 15595, 15596, 15597, 15598, 15599, 15600, 15601,
15602, 15603, 15604, 15605, 15606, 15607, 15608, 15609],
dtype='int64')),
('2017-01-20 04:00:00',
Int64Index([15610, 15611, 15612, 15613, 15614, 15615, 15616, 15617, 15618,
15619, 15620, 15621, 15622, 15623, 15624, 15625, 15626, 15627,
15628, 15629, 15630, 15631, 15632, 15633, 15634, 15635, 15636,
15637, 15638, 15639, 15640, 15641, 15642, 15643, 15644],
dtype='int64')),
('2017-01-20 05:00:00',
Int64Index([15645, 15646, 15647, 15648, 15649, 15650, 15651, 15652, 15653,
15654, 15655, 15656, 15657, 15658, 15659, 15660, 15661, 15662,
15663, 15664, 15665, 15666, 15667, 15668, 15669, 15670, 15671,
15672, 15673, 15674, 15675, 15676, 15677, 15678, 15679],
dtype='int64')),
('2017-01-20 06:00:00',
Int64Index([15680, 15681, 15682, 15683, 15684, 15685, 15686, 15687, 15688,
15689, 15690, 15691, 15692, 15693, 15694, 15695, 15696, 15697,
15698, 15699, 15700, 15701, 15702, 15703, 15704, 15705, 15706,
15707, 15708, 15709, 15710, 15711, 15712, 15713, 15714],
dtype='int64')),
('2017-01-20 07:00:00',
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15724, 15725, 15726, 15727, 15728, 15729, 15730, 15731, 15732,
15733, 15734, 15735, 15736, 15737, 15738, 15739, 15740, 15741,
15742, 15743, 15744, 15745, 15746, 15747, 15748, 15749],
dtype='int64')),
('2017-01-20 08:00:00',
Int64Index([15750, 15751, 15752, 15753, 15754, 15755, 15756, 15757, 15758,
15759, 15760, 15761, 15762, 15763, 15764, 15765, 15766, 15767,
15768, 15769, 15770, 15771, 15772, 15773, 15774, 15775, 15776,
15777, 15778, 15779, 15780, 15781, 15782, 15783, 15784],
dtype='int64')),
('2017-01-20 09:00:00',
Int64Index([15785, 15786, 15787, 15788, 15789, 15790, 15791, 15792, 15793,
15794, 15795, 15796, 15797, 15798, 15799, 15800, 15801, 15802,
15803, 15804, 15805, 15806, 15807, 15808, 15809, 15810, 15811,
15812, 15813, 15814, 15815, 15816, 15817, 15818, 15819],
dtype='int64')),
('2017-01-20 10:00:00',
Int64Index([15820, 15821, 15822, 15823, 15824, 15825, 15826, 15827, 15828,
15829, 15830, 15831, 15832, 15833, 15834, 15835, 15836, 15837,
15838, 15839, 15840, 15841, 15842, 15843, 15844, 15845, 15846,
15847, 15848, 15849, 15850, 15851, 15852, 15853, 15854],
dtype='int64')),
('2017-01-20 11:00:00',
Int64Index([15855, 15856, 15857, 15858, 15859, 15860, 15861, 15862, 15863,
15864, 15865, 15866, 15867, 15868, 15869, 15870, 15871, 15872,
15873, 15874, 15875, 15876, 15877, 15878, 15879, 15880, 15881,
15882, 15883, 15884, 15885, 15886, 15887, 15888, 15889],
dtype='int64')),
('2017-01-20 12:00:00',
Int64Index([15890, 15891, 15892, 15893, 15894, 15895, 15896, 15897, 15898,
15899, 15900, 15901, 15902, 15903, 15904, 15905, 15906, 15907,
15908, 15909, 15910, 15911, 15912, 15913, 15914, 15915, 15916,
15917, 15918, 15919, 15920, 15921, 15922, 15923, 15924],
dtype='int64')),
('2017-01-20 13:00:00',
Int64Index([15925, 15926, 15927, 15928, 15929, 15930, 15931, 15932, 15933,
15934, 15935, 15936, 15937, 15938, 15939, 15940, 15941, 15942,
15943, 15944, 15945, 15946, 15947, 15948, 15949, 15950, 15951,
15952, 15953, 15954, 15955, 15956, 15957, 15958, 15959],
dtype='int64')),
('2017-01-20 14:00:00',
Int64Index([15960, 15961, 15962, 15963, 15964, 15965, 15966, 15967, 15968,
15969, 15970, 15971, 15972, 15973, 15974, 15975, 15976, 15977,
15978, 15979, 15980, 15981, 15982, 15983, 15984, 15985, 15986,
15987, 15988, 15989, 15990, 15991, 15992, 15993, 15994],
dtype='int64')),
('2017-01-20 15:00:00',
Int64Index([15995, 15996, 15997, 15998, 15999, 16000, 16001, 16002, 16003,
16004, 16005, 16006, 16007, 16008, 16009, 16010, 16011, 16012,
16013, 16014, 16015, 16016, 16017, 16018, 16019, 16020, 16021,
16022, 16023, 16024, 16025, 16026, 16027, 16028, 16029],
dtype='int64')),
('2017-01-20 16:00:00',
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16039, 16040, 16041, 16042, 16043, 16044, 16045, 16046, 16047,
16048, 16049, 16050, 16051, 16052, 16053, 16054, 16055, 16056,
16057, 16058, 16059, 16060, 16061, 16062, 16063, 16064],
dtype='int64')),
('2017-01-20 17:00:00',
Int64Index([16065, 16066, 16067, 16068, 16069, 16070, 16071, 16072, 16073,
16074, 16075, 16076, 16077, 16078, 16079, 16080, 16081, 16082,
16083, 16084, 16085, 16086, 16087, 16088, 16089, 16090, 16091,
16092, 16093, 16094, 16095, 16096, 16097, 16098, 16099],
dtype='int64')),
('2017-01-20 18:00:00',
Int64Index([16100, 16101, 16102, 16103, 16104, 16105, 16106, 16107, 16108,
16109, 16110, 16111, 16112, 16113, 16114, 16115, 16116, 16117,
16118, 16119, 16120, 16121, 16122, 16123, 16124, 16125, 16126,
16127, 16128, 16129, 16130, 16131, 16132, 16133, 16134],
dtype='int64')),
('2017-01-20 19:00:00',
Int64Index([16135, 16136, 16137, 16138, 16139, 16140, 16141, 16142, 16143,
16144, 16145, 16146, 16147, 16148, 16149, 16150, 16151, 16152,
16153, 16154, 16155, 16156, 16157, 16158, 16159, 16160, 16161,
16162, 16163, 16164, 16165, 16166, 16167, 16168, 16169],
dtype='int64')),
('2017-01-20 20:00:00',
Int64Index([16170, 16171, 16172, 16173, 16174, 16175, 16176, 16177, 16178,
16179, 16180, 16181, 16182, 16183, 16184, 16185, 16186, 16187,
16188, 16189, 16190, 16191, 16192, 16193, 16194, 16195, 16196,
16197, 16198, 16199, 16200, 16201, 16202, 16203, 16204],
dtype='int64')),
('2017-01-20 21:00:00',
Int64Index([16205, 16206, 16207, 16208, 16209, 16210, 16211, 16212, 16213,
16214, 16215, 16216, 16217, 16218, 16219, 16220, 16221, 16222,
16223, 16224, 16225, 16226, 16227, 16228, 16229, 16230, 16231,
16232, 16233, 16234, 16235, 16236, 16237, 16238, 16239],
dtype='int64')),
('2017-01-20 22:00:00',
Int64Index([16240, 16241, 16242, 16243, 16244, 16245, 16246, 16247, 16248,
16249, 16250, 16251, 16252, 16253, 16254, 16255, 16256, 16257,
16258, 16259, 16260, 16261, 16262, 16263, 16264, 16265, 16266,
16267, 16268, 16269, 16270, 16271, 16272, 16273, 16274],
dtype='int64')),
('2017-01-20 23:00:00',
Int64Index([16275, 16276, 16277, 16278, 16279, 16280, 16281, 16282, 16283,
16284, 16285, 16286, 16287, 16288, 16289, 16290, 16291, 16292,
16293, 16294, 16295, 16296, 16297, 16298, 16299, 16300, 16301,
16302, 16303, 16304, 16305, 16306, 16307, 16308, 16309],
dtype='int64')),
('2017-01-21 00:00:00',
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16319, 16320, 16321, 16322, 16323, 16324, 16325, 16326, 16327,
16328, 16329, 16330, 16331, 16332, 16333, 16334, 16335, 16336,
16337, 16338, 16339, 16340, 16341, 16342, 16343, 16344],
dtype='int64')),
('2017-01-21 01:00:00',
Int64Index([16345, 16346, 16347, 16348, 16349, 16350, 16351, 16352, 16353,
16354, 16355, 16356, 16357, 16358, 16359, 16360, 16361, 16362,
16363, 16364, 16365, 16366, 16367, 16368, 16369, 16370, 16371,
16372, 16373, 16374, 16375, 16376, 16377, 16378, 16379],
dtype='int64')),
('2017-01-21 02:00:00',
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16389, 16390, 16391, 16392, 16393, 16394, 16395, 16396, 16397,
16398, 16399, 16400, 16401, 16402, 16403, 16404, 16405, 16406,
16407, 16408, 16409, 16410, 16411, 16412, 16413, 16414],
dtype='int64')),
('2017-01-21 03:00:00',
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16433, 16434, 16435, 16436, 16437, 16438, 16439, 16440, 16441,
16442, 16443, 16444, 16445, 16446, 16447, 16448, 16449],
dtype='int64')),
('2017-01-21 04:00:00',
Int64Index([16450, 16451, 16452, 16453, 16454, 16455, 16456, 16457, 16458,
16459, 16460, 16461, 16462, 16463, 16464, 16465, 16466, 16467,
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16477, 16478, 16479, 16480, 16481, 16482, 16483, 16484],
dtype='int64')),
('2017-01-21 05:00:00',
Int64Index([16485, 16486, 16487, 16488, 16489, 16490, 16491, 16492, 16493,
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16512, 16513, 16514, 16515, 16516, 16517, 16518, 16519],
dtype='int64')),
('2017-01-21 06:00:00',
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16547, 16548, 16549, 16550, 16551, 16552, 16553, 16554],
dtype='int64')),
('2017-01-21 07:00:00',
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16582, 16583, 16584, 16585, 16586, 16587, 16588, 16589],
dtype='int64')),
('2017-01-21 08:00:00',
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16617, 16618, 16619, 16620, 16621, 16622, 16623, 16624],
dtype='int64')),
('2017-01-21 09:00:00',
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16652, 16653, 16654, 16655, 16656, 16657, 16658, 16659],
dtype='int64')),
('2017-01-21 10:00:00',
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16687, 16688, 16689, 16690, 16691, 16692, 16693, 16694],
dtype='int64')),
('2017-01-21 11:00:00',
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16722, 16723, 16724, 16725, 16726, 16727, 16728, 16729],
dtype='int64')),
('2017-01-21 12:00:00',
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16748, 16749, 16750, 16751, 16752, 16753, 16754, 16755, 16756,
16757, 16758, 16759, 16760, 16761, 16762, 16763, 16764],
dtype='int64')),
('2017-01-21 13:00:00',
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16792, 16793, 16794, 16795, 16796, 16797, 16798, 16799],
dtype='int64')),
('2017-01-21 14:00:00',
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16827, 16828, 16829, 16830, 16831, 16832, 16833, 16834],
dtype='int64')),
('2017-01-21 15:00:00',
Int64Index([16835, 16836, 16837, 16838, 16839, 16840, 16841, 16842, 16843,
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16853, 16854, 16855, 16856, 16857, 16858, 16859, 16860, 16861,
16862, 16863, 16864, 16865, 16866, 16867, 16868, 16869],
dtype='int64')),
('2017-01-21 16:00:00',
Int64Index([16870, 16871, 16872, 16873, 16874, 16875, 16876, 16877, 16878,
16879, 16880, 16881, 16882, 16883, 16884, 16885, 16886, 16887,
16888, 16889, 16890, 16891, 16892, 16893, 16894, 16895, 16896,
16897, 16898, 16899, 16900, 16901, 16902, 16903, 16904],
dtype='int64')),
('2017-01-21 17:00:00',
Int64Index([16905, 16906, 16907, 16908, 16909, 16910, 16911, 16912, 16913,
16914, 16915, 16916, 16917, 16918, 16919, 16920, 16921, 16922,
16923, 16924, 16925, 16926, 16927, 16928, 16929, 16930, 16931,
16932, 16933, 16934, 16935, 16936, 16937, 16938, 16939],
dtype='int64')),
('2017-01-21 18:00:00',
Int64Index([16940, 16941, 16942, 16943, 16944, 16945, 16946, 16947, 16948,
16949, 16950, 16951, 16952, 16953, 16954, 16955, 16956, 16957,
16958, 16959, 16960, 16961, 16962, 16963, 16964, 16965, 16966,
16967, 16968, 16969, 16970, 16971, 16972, 16973, 16974],
dtype='int64')),
('2017-01-21 19:00:00',
Int64Index([16975, 16976, 16977, 16978, 16979, 16980, 16981, 16982, 16983,
16984, 16985, 16986, 16987, 16988, 16989, 16990, 16991, 16992,
16993, 16994, 16995, 16996, 16997, 16998, 16999, 17000, 17001,
17002, 17003, 17004, 17005, 17006, 17007, 17008, 17009],
dtype='int64')),
('2017-01-21 20:00:00',
Int64Index([17010, 17011, 17012, 17013, 17014, 17015, 17016, 17017, 17018,
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17028, 17029, 17030, 17031, 17032, 17033, 17034, 17035, 17036,
17037, 17038, 17039, 17040, 17041, 17042, 17043, 17044],
dtype='int64')),
('2017-01-21 21:00:00',
Int64Index([17045, 17046, 17047, 17048, 17049, 17050, 17051, 17052, 17053,
17054, 17055, 17056, 17057, 17058, 17059, 17060, 17061, 17062,
17063, 17064, 17065, 17066, 17067, 17068, 17069, 17070, 17071,
17072, 17073, 17074, 17075, 17076, 17077, 17078, 17079],
dtype='int64')),
('2017-01-21 22:00:00',
Int64Index([17080, 17081, 17082, 17083, 17084, 17085, 17086, 17087, 17088,
17089, 17090, 17091, 17092, 17093, 17094, 17095, 17096, 17097,
17098, 17099, 17100, 17101, 17102, 17103, 17104, 17105, 17106,
17107, 17108, 17109, 17110, 17111, 17112, 17113, 17114],
dtype='int64')),
('2017-01-21 23:00:00',
Int64Index([17115, 17116, 17117, 17118, 17119, 17120, 17121, 17122, 17123,
17124, 17125, 17126, 17127, 17128, 17129, 17130, 17131, 17132,
17133, 17134, 17135, 17136, 17137, 17138, 17139, 17140, 17141,
17142, 17143, 17144, 17145, 17146, 17147, 17148, 17149],
dtype='int64')),
('2017-01-22 00:00:00',
Int64Index([17150, 17151, 17152, 17153, 17154, 17155, 17156, 17157, 17158,
17159, 17160, 17161, 17162, 17163, 17164, 17165, 17166, 17167,
17168, 17169, 17170, 17171, 17172, 17173, 17174, 17175, 17176,
17177, 17178, 17179, 17180, 17181, 17182, 17183, 17184],
dtype='int64')),
('2017-01-22 01:00:00',
Int64Index([17185, 17186, 17187, 17188, 17189, 17190, 17191, 17192, 17193,
17194, 17195, 17196, 17197, 17198, 17199, 17200, 17201, 17202,
17203, 17204, 17205, 17206, 17207, 17208, 17209, 17210, 17211,
17212, 17213, 17214, 17215, 17216, 17217, 17218, 17219],
dtype='int64')),
('2017-01-22 02:00:00',
Int64Index([17220, 17221, 17222, 17223, 17224, 17225, 17226, 17227, 17228,
17229, 17230, 17231, 17232, 17233, 17234, 17235, 17236, 17237,
17238, 17239, 17240, 17241, 17242, 17243, 17244, 17245, 17246,
17247, 17248, 17249, 17250, 17251, 17252, 17253, 17254],
dtype='int64')),
('2017-01-22 03:00:00',
Int64Index([17255, 17256, 17257, 17258, 17259, 17260, 17261, 17262, 17263,
17264, 17265, 17266, 17267, 17268, 17269, 17270, 17271, 17272,
17273, 17274, 17275, 17276, 17277, 17278, 17279, 17280, 17281,
17282, 17283, 17284, 17285, 17286, 17287, 17288, 17289],
dtype='int64')),
('2017-01-22 04:00:00',
Int64Index([17290, 17291, 17292, 17293, 17294, 17295, 17296, 17297, 17298,
17299, 17300, 17301, 17302, 17303, 17304, 17305, 17306, 17307,
17308, 17309, 17310, 17311, 17312, 17313, 17314, 17315, 17316,
17317, 17318, 17319, 17320, 17321, 17322, 17323, 17324],
dtype='int64')),
('2017-01-22 05:00:00',
Int64Index([17325, 17326, 17327, 17328, 17329, 17330, 17331, 17332, 17333,
17334, 17335, 17336, 17337, 17338, 17339, 17340, 17341, 17342,
17343, 17344, 17345, 17346, 17347, 17348, 17349, 17350, 17351,
17352, 17353, 17354, 17355, 17356, 17357, 17358, 17359],
dtype='int64')),
('2017-01-22 06:00:00',
Int64Index([17360, 17361, 17362, 17363, 17364, 17365, 17366, 17367, 17368,
17369, 17370, 17371, 17372, 17373, 17374, 17375, 17376, 17377,
17378, 17379, 17380, 17381, 17382, 17383, 17384, 17385, 17386,
17387, 17388, 17389, 17390, 17391, 17392, 17393, 17394],
dtype='int64')),
('2017-01-22 07:00:00',
Int64Index([17395, 17396, 17397, 17398, 17399, 17400, 17401, 17402, 17403,
17404, 17405, 17406, 17407, 17408, 17409, 17410, 17411, 17412,
17413, 17414, 17415, 17416, 17417, 17418, 17419, 17420, 17421,
17422, 17423, 17424, 17425, 17426, 17427, 17428, 17429],
dtype='int64')),
('2017-01-22 08:00:00',
Int64Index([17430, 17431, 17432, 17433, 17434, 17435, 17436, 17437, 17438,
17439, 17440, 17441, 17442, 17443, 17444, 17445, 17446, 17447,
17448, 17449, 17450, 17451, 17452, 17453, 17454, 17455, 17456,
17457, 17458, 17459, 17460, 17461, 17462, 17463, 17464],
dtype='int64')),
('2017-01-22 09:00:00',
Int64Index([17465, 17466, 17467, 17468, 17469, 17470, 17471, 17472, 17473,
17474, 17475, 17476, 17477, 17478, 17479, 17480, 17481, 17482,
17483, 17484, 17485, 17486, 17487, 17488, 17489, 17490, 17491,
17492, 17493, 17494, 17495, 17496, 17497, 17498, 17499],
dtype='int64')),
('2017-01-22 10:00:00',
Int64Index([17500, 17501, 17502, 17503, 17504, 17505, 17506, 17507, 17508,
17509, 17510, 17511, 17512, 17513, 17514, 17515, 17516, 17517,
17518, 17519, 17520, 17521, 17522, 17523, 17524, 17525, 17526,
17527, 17528, 17529, 17530, 17531, 17532, 17533, 17534],
dtype='int64')),
('2017-01-22 11:00:00',
Int64Index([17535, 17536, 17537, 17538, 17539, 17540, 17541, 17542, 17543,
17544, 17545, 17546, 17547, 17548, 17549, 17550, 17551, 17552,
17553, 17554, 17555, 17556, 17557, 17558, 17559, 17560, 17561,
17562, 17563, 17564, 17565, 17566, 17567, 17568, 17569],
dtype='int64')),
('2017-01-22 12:00:00',
Int64Index([17570, 17571, 17572, 17573, 17574, 17575, 17576, 17577, 17578,
17579, 17580, 17581, 17582, 17583, 17584, 17585, 17586, 17587,
17588, 17589, 17590, 17591, 17592, 17593, 17594, 17595, 17596,
17597, 17598, 17599, 17600, 17601, 17602, 17603, 17604],
dtype='int64')),
('2017-01-22 13:00:00',
Int64Index([17605, 17606, 17607, 17608, 17609, 17610, 17611, 17612, 17613,
17614, 17615, 17616, 17617, 17618, 17619, 17620, 17621, 17622,
17623, 17624, 17625, 17626, 17627, 17628, 17629, 17630, 17631,
17632, 17633, 17634, 17635, 17636, 17637, 17638, 17639],
dtype='int64')),
('2017-01-22 14:00:00',
Int64Index([17640, 17641, 17642, 17643, 17644, 17645, 17646, 17647, 17648,
17649, 17650, 17651, 17652, 17653, 17654, 17655, 17656, 17657,
17658, 17659, 17660, 17661, 17662, 17663, 17664, 17665, 17666,
17667, 17668, 17669, 17670, 17671, 17672, 17673, 17674],
dtype='int64')),
('2017-01-22 15:00:00',
Int64Index([17675, 17676, 17677, 17678, 17679, 17680, 17681, 17682, 17683,
17684, 17685, 17686, 17687, 17688, 17689, 17690, 17691, 17692,
17693, 17694, 17695, 17696, 17697, 17698, 17699, 17700, 17701,
17702, 17703, 17704, 17705, 17706, 17707, 17708, 17709],
dtype='int64')),
('2017-01-22 16:00:00',
Int64Index([17710, 17711, 17712, 17713, 17714, 17715, 17716, 17717, 17718,
17719, 17720, 17721, 17722, 17723, 17724, 17725, 17726, 17727,
17728, 17729, 17730, 17731, 17732, 17733, 17734, 17735, 17736,
17737, 17738, 17739, 17740, 17741, 17742, 17743, 17744],
dtype='int64')),
('2017-01-22 17:00:00',
Int64Index([17745, 17746, 17747, 17748, 17749, 17750, 17751, 17752, 17753,
17754, 17755, 17756, 17757, 17758, 17759, 17760, 17761, 17762,
17763, 17764, 17765, 17766, 17767, 17768, 17769, 17770, 17771,
17772, 17773, 17774, 17775, 17776, 17777, 17778, 17779],
dtype='int64')),
('2017-01-22 18:00:00',
Int64Index([17780, 17781, 17782, 17783, 17784, 17785, 17786, 17787, 17788,
17789, 17790, 17791, 17792, 17793, 17794, 17795, 17796, 17797,
17798, 17799, 17800, 17801, 17802, 17803, 17804, 17805, 17806,
17807, 17808, 17809, 17810, 17811, 17812, 17813, 17814],
dtype='int64')),
('2017-01-22 19:00:00',
Int64Index([17815, 17816, 17817, 17818, 17819, 17820, 17821, 17822, 17823,
17824, 17825, 17826, 17827, 17828, 17829, 17830, 17831, 17832,
17833, 17834, 17835, 17836, 17837, 17838, 17839, 17840, 17841,
17842, 17843, 17844, 17845, 17846, 17847, 17848, 17849],
dtype='int64')),
('2017-01-22 20:00:00',
Int64Index([17850, 17851, 17852, 17853, 17854, 17855, 17856, 17857, 17858,
17859, 17860, 17861, 17862, 17863, 17864, 17865, 17866, 17867,
17868, 17869, 17870, 17871, 17872, 17873, 17874, 17875, 17876,
17877, 17878, 17879, 17880, 17881, 17882, 17883, 17884],
dtype='int64')),
('2017-01-22 21:00:00',
Int64Index([17885, 17886, 17887, 17888, 17889, 17890, 17891, 17892, 17893,
17894, 17895, 17896, 17897, 17898, 17899, 17900, 17901, 17902,
17903, 17904, 17905, 17906, 17907, 17908, 17909, 17910, 17911,
17912, 17913, 17914, 17915, 17916, 17917, 17918, 17919],
dtype='int64')),
('2017-01-22 22:00:00',
Int64Index([17920, 17921, 17922, 17923, 17924, 17925, 17926, 17927, 17928,
17929, 17930, 17931, 17932, 17933, 17934, 17935, 17936, 17937,
17938, 17939, 17940, 17941, 17942, 17943, 17944, 17945, 17946,
17947, 17948, 17949, 17950, 17951, 17952, 17953, 17954],
dtype='int64')),
('2017-01-22 23:00:00',
Int64Index([17955, 17956, 17957, 17958, 17959, 17960, 17961, 17962, 17963,
17964, 17965, 17966, 17967, 17968, 17969, 17970, 17971, 17972,
17973, 17974, 17975, 17976, 17977, 17978, 17979, 17980, 17981,
17982, 17983, 17984, 17985, 17986, 17987, 17988, 17989],
dtype='int64')),
('2017-01-23 00:00:00',
Int64Index([17990, 17991, 17992, 17993, 17994, 17995, 17996, 17997, 17998,
17999, 18000, 18001, 18002, 18003, 18004, 18005, 18006, 18007,
18008, 18009, 18010, 18011, 18012, 18013, 18014, 18015, 18016,
18017, 18018, 18019, 18020, 18021, 18022, 18023, 18024],
dtype='int64')),
('2017-01-23 01:00:00',
Int64Index([18025, 18026, 18027, 18028, 18029, 18030, 18031, 18032, 18033,
18034, 18035, 18036, 18037, 18038, 18039, 18040, 18041, 18042,
18043, 18044, 18045, 18046, 18047, 18048, 18049, 18050, 18051,
18052, 18053, 18054, 18055, 18056, 18057, 18058, 18059],
dtype='int64')),
('2017-01-23 02:00:00',
Int64Index([18060, 18061, 18062, 18063, 18064, 18065, 18066, 18067, 18068,
18069, 18070, 18071, 18072, 18073, 18074, 18075, 18076, 18077,
18078, 18079, 18080, 18081, 18082, 18083, 18084, 18085, 18086,
18087, 18088, 18089, 18090, 18091, 18092, 18093, 18094],
dtype='int64')),
('2017-01-23 03:00:00',
Int64Index([18095, 18096, 18097, 18098, 18099, 18100, 18101, 18102, 18103,
18104, 18105, 18106, 18107, 18108, 18109, 18110, 18111, 18112,
18113, 18114, 18115, 18116, 18117, 18118, 18119, 18120, 18121,
18122, 18123, 18124, 18125, 18126, 18127, 18128, 18129],
dtype='int64')),
('2017-01-23 04:00:00',
Int64Index([18130, 18131, 18132, 18133, 18134, 18135, 18136, 18137, 18138,
18139, 18140, 18141, 18142, 18143, 18144, 18145, 18146, 18147,
18148, 18149, 18150, 18151, 18152, 18153, 18154, 18155, 18156,
18157, 18158, 18159, 18160, 18161, 18162, 18163, 18164],
dtype='int64')),
('2017-01-23 05:00:00',
Int64Index([18165, 18166, 18167, 18168, 18169, 18170, 18171, 18172, 18173,
18174, 18175, 18176, 18177, 18178, 18179, 18180, 18181, 18182,
18183, 18184, 18185, 18186, 18187, 18188, 18189, 18190, 18191,
18192, 18193, 18194, 18195, 18196, 18197, 18198, 18199],
dtype='int64')),
('2017-01-23 06:00:00',
Int64Index([18200, 18201, 18202, 18203, 18204, 18205, 18206, 18207, 18208,
18209, 18210, 18211, 18212, 18213, 18214, 18215, 18216, 18217,
18218, 18219, 18220, 18221, 18222, 18223, 18224, 18225, 18226,
18227, 18228, 18229, 18230, 18231, 18232, 18233, 18234],
dtype='int64')),
('2017-01-23 07:00:00',
Int64Index([18235, 18236, 18237, 18238, 18239, 18240, 18241, 18242, 18243,
18244, 18245, 18246, 18247, 18248, 18249, 18250, 18251, 18252,
18253, 18254, 18255, 18256, 18257, 18258, 18259, 18260, 18261,
18262, 18263, 18264, 18265, 18266, 18267, 18268, 18269],
dtype='int64')),
('2017-01-23 08:00:00',
Int64Index([18270, 18271, 18272, 18273, 18274, 18275, 18276, 18277, 18278,
18279, 18280, 18281, 18282, 18283, 18284, 18285, 18286, 18287,
18288, 18289, 18290, 18291, 18292, 18293, 18294, 18295, 18296,
18297, 18298, 18299, 18300, 18301, 18302, 18303, 18304],
dtype='int64')),
('2017-01-23 09:00:00',
Int64Index([18305, 18306, 18307, 18308, 18309, 18310, 18311, 18312, 18313,
18314, 18315, 18316, 18317, 18318, 18319, 18320, 18321, 18322,
18323, 18324, 18325, 18326, 18327, 18328, 18329, 18330, 18331,
18332, 18333, 18334, 18335, 18336, 18337, 18338, 18339],
dtype='int64')),
('2017-01-23 10:00:00',
Int64Index([18340, 18341, 18342, 18343, 18344, 18345, 18346, 18347, 18348,
18349, 18350, 18351, 18352, 18353, 18354, 18355, 18356, 18357,
18358, 18359, 18360, 18361, 18362, 18363, 18364, 18365, 18366,
18367, 18368, 18369, 18370, 18371, 18372, 18373, 18374],
dtype='int64')),
('2017-01-23 11:00:00',
Int64Index([18375, 18376, 18377, 18378, 18379, 18380, 18381, 18382, 18383,
18384, 18385, 18386, 18387, 18388, 18389, 18390, 18391, 18392,
18393, 18394, 18395, 18396, 18397, 18398, 18399, 18400, 18401,
18402, 18403, 18404, 18405, 18406, 18407, 18408, 18409],
dtype='int64')),
('2017-01-23 12:00:00',
Int64Index([18410, 18411, 18412, 18413, 18414, 18415, 18416, 18417, 18418,
18419, 18420, 18421, 18422, 18423, 18424, 18425, 18426, 18427,
18428, 18429, 18430, 18431, 18432, 18433, 18434, 18435, 18436,
18437, 18438, 18439, 18440, 18441, 18442, 18443, 18444],
dtype='int64')),
('2017-01-23 13:00:00',
Int64Index([18445, 18446, 18447, 18448, 18449, 18450, 18451, 18452, 18453,
18454, 18455, 18456, 18457, 18458, 18459, 18460, 18461, 18462,
18463, 18464, 18465, 18466, 18467, 18468, 18469, 18470, 18471,
18472, 18473, 18474, 18475, 18476, 18477, 18478, 18479],
dtype='int64')),
('2017-01-23 14:00:00',
Int64Index([18480, 18481, 18482, 18483, 18484, 18485, 18486, 18487, 18488,
18489, 18490, 18491, 18492, 18493, 18494, 18495, 18496, 18497,
18498, 18499, 18500, 18501, 18502, 18503, 18504, 18505, 18506,
18507, 18508, 18509, 18510, 18511, 18512, 18513, 18514],
dtype='int64')),
('2017-01-23 16:00:00',
Int64Index([18515, 18516, 18517, 18518, 18519, 18520, 18521, 18522, 18523,
18524, 18525, 18526, 18527, 18528, 18529, 18530, 18531, 18532,
18533, 18534, 18535, 18536, 18537, 18538, 18539, 18540, 18541,
18542, 18543, 18544, 18545, 18546, 18547, 18548, 18549],
dtype='int64')),
('2017-01-23 18:00:00',
Int64Index([18550, 18551, 18552, 18553, 18554, 18555, 18556, 18557, 18558,
18559, 18560, 18561, 18562, 18563, 18564, 18565, 18566, 18567,
18568, 18569, 18570, 18571, 18572, 18573, 18574, 18575, 18576,
18577, 18578, 18579, 18580, 18581, 18582, 18583, 18584],
dtype='int64')),
('2017-01-23 19:00:00',
Int64Index([18585, 18586, 18587, 18588, 18589, 18590, 18591, 18592, 18593,
18594, 18595, 18596, 18597, 18598, 18599, 18600, 18601, 18602,
18603, 18604, 18605, 18606, 18607, 18608, 18609, 18610, 18611,
18612, 18613, 18614, 18615, 18616, 18617, 18618, 18619],
dtype='int64')),
('2017-01-23 20:00:00',
Int64Index([18620, 18621, 18622, 18623, 18624, 18625, 18626, 18627, 18628,
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18638, 18639, 18640, 18641, 18642, 18643, 18644, 18645, 18646,
18647, 18648, 18649, 18650, 18651, 18652, 18653, 18654],
dtype='int64')),
('2017-01-23 21:00:00',
Int64Index([18655, 18656, 18657, 18658, 18659, 18660, 18661, 18662, 18663,
18664, 18665, 18666, 18667, 18668, 18669, 18670, 18671, 18672,
18673, 18674, 18675, 18676, 18677, 18678, 18679, 18680, 18681,
18682, 18683, 18684, 18685, 18686, 18687, 18688, 18689],
dtype='int64')),
('2017-01-23 22:00:00',
Int64Index([18690, 18691, 18692, 18693, 18694, 18695, 18696, 18697, 18698,
18699, 18700, 18701, 18702, 18703, 18704, 18705, 18706, 18707,
18708, 18709, 18710, 18711, 18712, 18713, 18714, 18715, 18716,
18717, 18718, 18719, 18720, 18721, 18722, 18723, 18724],
dtype='int64')),
('2017-01-23 23:00:00',
Int64Index([18725, 18726, 18727, 18728, 18729, 18730, 18731, 18732, 18733,
18734, 18735, 18736, 18737, 18738, 18739, 18740, 18741, 18742,
18743, 18744, 18745, 18746, 18747, 18748, 18749, 18750, 18751,
18752, 18753, 18754, 18755, 18756, 18757, 18758, 18759],
dtype='int64')),
('2017-01-24 01:00:00',
Int64Index([18760, 18761, 18762, 18763, 18764, 18765, 18766, 18767, 18768,
18769, 18770, 18771, 18772, 18773, 18774, 18775, 18776, 18777,
18778, 18779, 18780, 18781, 18782, 18783, 18784, 18785, 18786,
18787, 18788, 18789, 18790, 18791, 18792, 18793, 18794],
dtype='int64')),
('2017-01-24 02:00:00',
Int64Index([18795, 18796, 18797, 18798, 18799, 18800, 18801, 18802, 18803,
18804, 18805, 18806, 18807, 18808, 18809, 18810, 18811, 18812,
18813, 18814, 18815, 18816, 18817, 18818, 18819, 18820, 18821,
18822, 18823, 18824, 18825, 18826, 18827, 18828, 18829],
dtype='int64')),
('2017-01-24 03:00:00',
Int64Index([18830, 18831, 18832, 18833, 18834, 18835, 18836, 18837, 18838,
18839, 18840, 18841, 18842, 18843, 18844, 18845, 18846, 18847,
18848, 18849, 18850, 18851, 18852, 18853, 18854, 18855, 18856,
18857, 18858, 18859, 18860, 18861, 18862, 18863, 18864],
dtype='int64')),
('2017-01-24 05:00:00',
Int64Index([18865, 18866, 18867, 18868, 18869, 18870, 18871, 18872, 18873,
18874, 18875, 18876, 18877, 18878, 18879, 18880, 18881, 18882,
18883, 18884, 18885, 18886, 18887, 18888, 18889, 18890, 18891,
18892, 18893, 18894, 18895, 18896, 18897, 18898, 18899],
dtype='int64')),
('2017-01-24 06:00:00',
Int64Index([18900, 18901, 18902, 18903, 18904, 18905, 18906, 18907, 18908,
18909, 18910, 18911, 18912, 18913, 18914, 18915, 18916, 18917,
18918, 18919, 18920, 18921, 18922, 18923, 18924, 18925, 18926,
18927, 18928, 18929, 18930, 18931, 18932, 18933, 18934],
dtype='int64')),
('2017-01-24 07:00:00',
Int64Index([18935, 18936, 18937, 18938, 18939, 18940, 18941, 18942, 18943,
18944, 18945, 18946, 18947, 18948, 18949, 18950, 18951, 18952,
18953, 18954, 18955, 18956, 18957, 18958, 18959, 18960, 18961,
18962, 18963, 18964, 18965, 18966, 18967, 18968, 18969],
dtype='int64')),
('2017-01-24 08:00:00',
Int64Index([18970, 18971, 18972, 18973, 18974, 18975, 18976, 18977, 18978,
18979, 18980, 18981, 18982, 18983, 18984, 18985, 18986, 18987,
18988, 18989, 18990, 18991, 18992, 18993, 18994, 18995, 18996,
18997, 18998, 18999, 19000, 19001, 19002, 19003, 19004],
dtype='int64')),
('2017-01-24 10:00:00',
Int64Index([19005, 19006, 19007, 19008, 19009, 19010, 19011, 19012, 19013,
19014, 19015, 19016, 19017, 19018, 19019, 19020, 19021, 19022,
19023, 19024, 19025, 19026, 19027, 19028, 19029, 19030, 19031,
19032, 19033, 19034, 19035, 19036, 19037, 19038, 19039],
dtype='int64')),
('2017-01-24 11:00:00',
Int64Index([19040, 19041, 19042, 19043, 19044, 19045, 19046, 19047, 19048,
19049, 19050, 19051, 19052, 19053, 19054, 19055, 19056, 19057,
19058, 19059, 19060, 19061, 19062, 19063, 19064, 19065, 19066,
19067, 19068, 19069, 19070, 19071, 19072, 19073, 19074],
dtype='int64')),
('2017-01-24 16:00:00',
Int64Index([19075, 19076, 19077, 19078, 19079, 19080, 19081, 19082, 19083,
19084, 19085, 19086, 19087, 19088, 19089, 19090, 19091, 19092,
19093, 19094, 19095, 19096, 19097, 19098, 19099, 19100, 19101,
19102, 19103, 19104, 19105, 19106, 19107, 19108, 19109],
dtype='int64')),
('2017-01-24 17:00:00',
Int64Index([19110, 19111, 19112, 19113, 19114, 19115, 19116, 19117, 19118,
19119, 19120, 19121, 19122, 19123, 19124, 19125, 19126, 19127,
19128, 19129, 19130, 19131, 19132, 19133, 19134, 19135, 19136,
19137, 19138, 19139, 19140, 19141, 19142, 19143, 19144],
dtype='int64')),
('2017-01-24 18:00:00',
Int64Index([19145, 19146, 19147, 19148, 19149, 19150, 19151, 19152, 19153,
19154, 19155, 19156, 19157, 19158, 19159, 19160, 19161, 19162,
19163, 19164, 19165, 19166, 19167, 19168, 19169, 19170, 19171,
19172, 19173, 19174, 19175, 19176, 19177, 19178, 19179],
dtype='int64')),
('2017-01-24 19:00:00',
Int64Index([19180, 19181, 19182, 19183, 19184, 19185, 19186, 19187, 19188,
19189, 19190, 19191, 19192, 19193, 19194, 19195, 19196, 19197,
19198, 19199, 19200, 19201, 19202, 19203, 19204, 19205, 19206,
19207, 19208, 19209, 19210, 19211, 19212, 19213, 19214],
dtype='int64')),
('2017-01-24 20:00:00',
Int64Index([19215, 19216, 19217, 19218, 19219, 19220, 19221, 19222, 19223,
19224, 19225, 19226, 19227, 19228, 19229, 19230, 19231, 19232,
19233, 19234, 19235, 19236, 19237, 19238, 19239, 19240, 19241,
19242, 19243, 19244, 19245, 19246, 19247, 19248, 19249],
dtype='int64')),
('2017-01-24 21:00:00',
Int64Index([19250, 19251, 19252, 19253, 19254, 19255, 19256, 19257, 19258,
19259, 19260, 19261, 19262, 19263, 19264, 19265, 19266, 19267,
19268, 19269, 19270, 19271, 19272, 19273, 19274, 19275, 19276,
19277, 19278, 19279, 19280, 19281, 19282, 19283, 19284],
dtype='int64')),
('2017-01-24 22:00:00',
Int64Index([19285, 19286, 19287, 19288, 19289, 19290, 19291, 19292, 19293,
19294, 19295, 19296, 19297, 19298, 19299, 19300, 19301, 19302,
19303, 19304, 19305, 19306, 19307, 19308, 19309, 19310, 19311,
19312, 19313, 19314, 19315, 19316, 19317, 19318, 19319],
dtype='int64')),
('2017-01-24 23:00:00',
Int64Index([19320, 19321, 19322, 19323, 19324, 19325, 19326, 19327, 19328,
19329, 19330, 19331, 19332, 19333, 19334, 19335, 19336, 19337,
19338, 19339, 19340, 19341, 19342, 19343, 19344, 19345, 19346,
19347, 19348, 19349, 19350, 19351, 19352, 19353, 19354],
dtype='int64')),
('2017-01-25 00:00:00',
Int64Index([19355, 19356, 19357, 19358, 19359, 19360, 19361, 19362, 19363,
19364, 19365, 19366, 19367, 19368, 19369, 19370, 19371, 19372,
19373, 19374, 19375, 19376, 19377, 19378, 19379, 19380, 19381,
19382, 19383, 19384, 19385, 19386, 19387, 19388, 19389],
dtype='int64')),
('2017-01-25 02:00:00',
Int64Index([19390, 19391, 19392, 19393, 19394, 19395, 19396, 19397, 19398,
19399, 19400, 19401, 19402, 19403, 19404, 19405, 19406, 19407,
19408, 19409, 19410, 19411, 19412, 19413, 19414, 19415, 19416,
19417, 19418, 19419, 19420, 19421, 19422, 19423, 19424],
dtype='int64')),
('2017-01-25 03:00:00',
Int64Index([19425, 19426, 19427, 19428, 19429, 19430, 19431, 19432, 19433,
19434, 19435, 19436, 19437, 19438, 19439, 19440, 19441, 19442,
19443, 19444, 19445, 19446, 19447, 19448, 19449, 19450, 19451,
19452, 19453, 19454, 19455, 19456, 19457, 19458, 19459],
dtype='int64')),
('2017-01-25 04:00:00',
Int64Index([19460, 19461, 19462, 19463, 19464, 19465, 19466, 19467, 19468,
19469, 19470, 19471, 19472, 19473, 19474, 19475, 19476, 19477,
19478, 19479, 19480, 19481, 19482, 19483, 19484, 19485, 19486,
19487, 19488, 19489, 19490, 19491, 19492, 19493, 19494],
dtype='int64')),
('2017-01-25 05:00:00',
Int64Index([19495, 19496, 19497, 19498, 19499, 19500, 19501, 19502, 19503,
19504, 19505, 19506, 19507, 19508, 19509, 19510, 19511, 19512,
19513, 19514, 19515, 19516, 19517, 19518, 19519, 19520, 19521,
19522, 19523, 19524, 19525, 19526, 19527, 19528, 19529],
dtype='int64')),
('2017-01-25 07:00:00',
Int64Index([19530, 19531, 19532, 19533, 19534, 19535, 19536, 19537, 19538,
19539, 19540, 19541, 19542, 19543, 19544, 19545, 19546, 19547,
19548, 19549, 19550, 19551, 19552, 19553, 19554, 19555, 19556,
19557, 19558, 19559, 19560, 19561, 19562, 19563, 19564],
dtype='int64')),
('2017-01-25 08:00:00',
Int64Index([19565, 19566, 19567, 19568, 19569, 19570, 19571, 19572, 19573,
19574, 19575, 19576, 19577, 19578, 19579, 19580, 19581, 19582,
19583, 19584, 19585, 19586, 19587, 19588, 19589, 19590, 19591,
19592, 19593, 19594, 19595, 19596, 19597, 19598, 19599],
dtype='int64')),
('2017-01-25 09:00:00',
Int64Index([19600, 19601, 19602, 19603, 19604, 19605, 19606, 19607, 19608,
19609, 19610, 19611, 19612, 19613, 19614, 19615, 19616, 19617,
19618, 19619, 19620, 19621, 19622, 19623, 19624, 19625, 19626,
19627, 19628, 19629, 19630, 19631, 19632, 19633, 19634],
dtype='int64')),
('2017-01-25 10:00:00',
Int64Index([19635, 19636, 19637, 19638, 19639, 19640, 19641, 19642, 19643,
19644, 19645, 19646, 19647, 19648, 19649, 19650, 19651, 19652,
19653, 19654, 19655, 19656, 19657, 19658, 19659, 19660, 19661,
19662, 19663, 19664, 19665, 19666, 19667, 19668, 19669],
dtype='int64')),
('2017-01-25 11:00:00',
Int64Index([19670, 19671, 19672, 19673, 19674, 19675, 19676, 19677, 19678,
19679, 19680, 19681, 19682, 19683, 19684, 19685, 19686, 19687,
19688, 19689, 19690, 19691, 19692, 19693, 19694, 19695, 19696,
19697, 19698, 19699, 19700, 19701, 19702, 19703, 19704],
dtype='int64')),
('2017-01-25 12:00:00',
Int64Index([19705, 19706, 19707, 19708, 19709, 19710, 19711, 19712, 19713,
19714, 19715, 19716, 19717, 19718, 19719, 19720, 19721, 19722,
19723, 19724, 19725, 19726, 19727, 19728, 19729, 19730, 19731,
19732, 19733, 19734, 19735, 19736, 19737, 19738, 19739],
dtype='int64')),
('2017-01-25 20:00:00',
Int64Index([19740, 19741, 19742, 19743, 19744, 19745, 19746, 19747, 19748,
19749, 19750, 19751, 19752, 19753, 19754, 19755, 19756, 19757,
19758, 19759, 19760, 19761, 19762, 19763, 19764, 19765, 19766,
19767, 19768, 19769, 19770, 19771, 19772, 19773, 19774],
dtype='int64')),
('2017-01-25 21:00:00',
Int64Index([19775, 19776, 19777, 19778, 19779, 19780, 19781, 19782, 19783,
19784, 19785, 19786, 19787, 19788, 19789, 19790, 19791, 19792,
19793, 19794, 19795, 19796, 19797, 19798, 19799, 19800, 19801,
19802, 19803, 19804, 19805, 19806, 19807, 19808, 19809],
dtype='int64')),
('2017-01-25 22:00:00',
Int64Index([19810, 19811, 19812, 19813, 19814, 19815, 19816, 19817, 19818,
19819, 19820, 19821, 19822, 19823, 19824, 19825, 19826, 19827,
19828, 19829, 19830, 19831, 19832, 19833, 19834, 19835, 19836,
19837, 19838, 19839, 19840, 19841, 19842, 19843, 19844],
dtype='int64')),
('2017-01-26 00:00:00',
Int64Index([19845, 19846, 19847, 19848, 19849, 19850, 19851, 19852, 19853,
19854, 19855, 19856, 19857, 19858, 19859, 19860, 19861, 19862,
19863, 19864, 19865, 19866, 19867, 19868, 19869, 19870, 19871,
19872, 19873, 19874, 19875, 19876, 19877, 19878, 19879],
dtype='int64')),
('2017-01-26 01:00:00',
Int64Index([19880, 19881, 19882, 19883, 19884, 19885, 19886, 19887, 19888,
19889, 19890, 19891, 19892, 19893, 19894, 19895, 19896, 19897,
19898, 19899, 19900, 19901, 19902, 19903, 19904, 19905, 19906,
19907, 19908, 19909, 19910, 19911, 19912, 19913, 19914],
dtype='int64')),
('2017-01-26 02:00:00',
Int64Index([19915, 19916, 19917, 19918, 19919, 19920, 19921, 19922, 19923,
19924, 19925, 19926, 19927, 19928, 19929, 19930, 19931, 19932,
19933, 19934, 19935, 19936, 19937, 19938, 19939, 19940, 19941,
19942, 19943, 19944, 19945, 19946, 19947, 19948, 19949],
dtype='int64')),
('2017-01-26 03:00:00',
Int64Index([19950, 19951, 19952, 19953, 19954, 19955, 19956, 19957, 19958,
19959, 19960, 19961, 19962, 19963, 19964, 19965, 19966, 19967,
19968, 19969, 19970, 19971, 19972, 19973, 19974, 19975, 19976,
19977, 19978, 19979, 19980, 19981, 19982, 19983, 19984],
dtype='int64')),
('2017-01-26 06:00:00',
Int64Index([19985, 19986, 19987, 19988, 19989, 19990, 19991, 19992, 19993,
19994, 19995, 19996, 19997, 19998, 19999, 20000, 20001, 20002,
20003, 20004, 20005, 20006, 20007, 20008, 20009, 20010, 20011,
20012, 20013, 20014, 20015, 20016, 20017, 20018, 20019],
dtype='int64')),
('2017-01-26 07:00:00',
Int64Index([20020, 20021, 20022, 20023, 20024, 20025, 20026, 20027, 20028,
20029, 20030, 20031, 20032, 20033, 20034, 20035, 20036, 20037,
20038, 20039, 20040, 20041, 20042, 20043, 20044, 20045, 20046,
20047, 20048, 20049, 20050, 20051, 20052, 20053, 20054],
dtype='int64')),
('2017-01-26 20:00:00',
Int64Index([20055, 20056, 20057, 20058, 20059, 20060, 20061, 20062, 20063,
20064, 20065, 20066, 20067, 20068, 20069, 20070, 20071, 20072,
20073, 20074, 20075, 20076, 20077, 20078, 20079, 20080, 20081,
20082, 20083, 20084, 20085, 20086, 20087, 20088, 20089],
dtype='int64')),
('2017-01-26 21:00:00',
Int64Index([20090, 20091, 20092, 20093, 20094, 20095, 20096, 20097, 20098,
20099, 20100, 20101, 20102, 20103, 20104, 20105, 20106, 20107,
20108, 20109, 20110, 20111, 20112, 20113, 20114, 20115, 20116,
20117, 20118, 20119, 20120, 20121, 20122, 20123, 20124],
dtype='int64')),
('2017-01-26 22:00:00',
Int64Index([20125, 20126, 20127, 20128, 20129, 20130, 20131, 20132, 20133,
20134, 20135, 20136, 20137, 20138, 20139, 20140, 20141, 20142,
20143, 20144, 20145, 20146, 20147, 20148, 20149, 20150, 20151,
20152, 20153, 20154, 20155, 20156, 20157, 20158, 20159],
dtype='int64')),
('2017-01-26 23:00:00',
Int64Index([20160, 20161, 20162, 20163, 20164, 20165, 20166, 20167, 20168,
20169, 20170, 20171, 20172, 20173, 20174, 20175, 20176, 20177,
20178, 20179, 20180, 20181, 20182, 20183, 20184, 20185, 20186,
20187, 20188, 20189, 20190, 20191, 20192, 20193, 20194],
dtype='int64')),
('2017-01-27 00:00:00',
Int64Index([20195, 20196, 20197, 20198, 20199, 20200, 20201, 20202, 20203,
20204, 20205, 20206, 20207, 20208, 20209, 20210, 20211, 20212,
20213, 20214, 20215, 20216, 20217, 20218, 20219, 20220, 20221,
20222, 20223, 20224, 20225, 20226, 20227, 20228, 20229],
dtype='int64')),
('2017-01-27 01:00:00',
Int64Index([20230, 20231, 20232, 20233, 20234, 20235, 20236, 20237, 20238,
20239, 20240, 20241, 20242, 20243, 20244, 20245, 20246, 20247,
20248, 20249, 20250, 20251, 20252, 20253, 20254, 20255, 20256,
20257, 20258, 20259, 20260, 20261, 20262, 20263, 20264],
dtype='int64')),
('2017-01-27 02:00:00',
Int64Index([20265, 20266, 20267, 20268, 20269, 20270, 20271, 20272, 20273,
20274, 20275, 20276, 20277, 20278, 20279, 20280, 20281, 20282,
20283, 20284, 20285, 20286, 20287, 20288, 20289, 20290, 20291,
20292, 20293, 20294, 20295, 20296, 20297, 20298, 20299],
dtype='int64')),
('2017-01-27 03:00:00',
Int64Index([20300, 20301, 20302, 20303, 20304, 20305, 20306, 20307, 20308,
20309, 20310, 20311, 20312, 20313, 20314, 20315, 20316, 20317,
20318, 20319, 20320, 20321, 20322, 20323, 20324, 20325, 20326,
20327, 20328, 20329, 20330, 20331, 20332, 20333, 20334],
dtype='int64')),
('2017-01-27 04:00:00',
Int64Index([20335, 20336, 20337, 20338, 20339, 20340, 20341, 20342, 20343,
20344, 20345, 20346, 20347, 20348, 20349, 20350, 20351, 20352,
20353, 20354, 20355, 20356, 20357, 20358, 20359, 20360, 20361,
20362, 20363, 20364, 20365, 20366, 20367, 20368, 20369],
dtype='int64')),
('2017-01-27 07:00:00',
Int64Index([20370, 20371, 20372, 20373, 20374, 20375, 20376, 20377, 20378,
20379, 20380, 20381, 20382, 20383, 20384, 20385, 20386, 20387,
20388, 20389, 20390, 20391, 20392, 20393, 20394, 20395, 20396,
20397, 20398, 20399, 20400, 20401, 20402, 20403, 20404],
dtype='int64')),
('2017-01-27 08:00:00',
Int64Index([20405, 20406, 20407, 20408, 20409, 20410, 20411, 20412, 20413,
20414, 20415, 20416, 20417, 20418, 20419, 20420, 20421, 20422,
20423, 20424, 20425, 20426, 20427, 20428, 20429, 20430, 20431,
20432, 20433, 20434, 20435, 20436, 20437, 20438, 20439],
dtype='int64')),
('2017-01-27 09:00:00',
Int64Index([20440, 20441, 20442, 20443, 20444, 20445, 20446, 20447, 20448,
20449, 20450, 20451, 20452, 20453, 20454, 20455, 20456, 20457,
20458, 20459, 20460, 20461, 20462, 20463, 20464, 20465, 20466,
20467, 20468, 20469, 20470, 20471, 20472, 20473, 20474],
dtype='int64')),
('2017-01-27 10:00:00',
Int64Index([20475, 20476, 20477, 20478, 20479, 20480, 20481, 20482, 20483,
20484, 20485, 20486, 20487, 20488, 20489, 20490, 20491, 20492,
20493, 20494, 20495, 20496, 20497, 20498, 20499, 20500, 20501,
20502, 20503, 20504, 20505, 20506, 20507, 20508, 20509],
dtype='int64')),
('2017-01-27 11:00:00',
Int64Index([20510, 20511, 20512, 20513, 20514, 20515, 20516, 20517, 20518,
20519, 20520, 20521, 20522, 20523, 20524, 20525, 20526, 20527,
20528, 20529, 20530, 20531, 20532, 20533, 20534, 20535, 20536,
20537, 20538, 20539, 20540, 20541, 20542, 20543, 20544],
dtype='int64')),
('2017-01-27 12:00:00',
Int64Index([20545, 20546, 20547, 20548, 20549, 20550, 20551, 20552, 20553,
20554, 20555, 20556, 20557, 20558, 20559, 20560, 20561, 20562,
20563, 20564, 20565, 20566, 20567, 20568, 20569, 20570, 20571,
20572, 20573, 20574, 20575, 20576, 20577, 20578, 20579],
dtype='int64')),
('2017-01-27 13:00:00',
Int64Index([20580, 20581, 20582, 20583, 20584, 20585, 20586, 20587, 20588,
20589, 20590, 20591, 20592, 20593, 20594, 20595, 20596, 20597,
20598, 20599, 20600, 20601, 20602, 20603, 20604, 20605, 20606,
20607, 20608, 20609, 20610, 20611, 20612, 20613, 20614],
dtype='int64')),
('2017-01-27 14:00:00',
Int64Index([20615, 20616, 20617, 20618, 20619, 20620, 20621, 20622, 20623,
20624, 20625, 20626, 20627, 20628, 20629, 20630, 20631, 20632,
20633, 20634, 20635, 20636, 20637, 20638, 20639, 20640, 20641,
20642, 20643, 20644, 20645, 20646, 20647, 20648, 20649],
dtype='int64')),
('2017-01-27 15:00:00',
Int64Index([20650, 20651, 20652, 20653, 20654, 20655, 20656, 20657, 20658,
20659, 20660, 20661, 20662, 20663, 20664, 20665, 20666, 20667,
20668, 20669, 20670, 20671, 20672, 20673, 20674, 20675, 20676,
20677, 20678, 20679, 20680, 20681, 20682, 20683, 20684],
dtype='int64')),
('2017-01-27 16:00:00',
Int64Index([20685, 20686, 20687, 20688, 20689, 20690, 20691, 20692, 20693,
20694, 20695, 20696, 20697, 20698, 20699, 20700, 20701, 20702,
20703, 20704, 20705, 20706, 20707, 20708, 20709, 20710, 20711,
20712, 20713, 20714, 20715, 20716, 20717, 20718, 20719],
dtype='int64')),
('2017-01-27 17:00:00',
Int64Index([20720, 20721, 20722, 20723, 20724, 20725, 20726, 20727, 20728,
20729, 20730, 20731, 20732, 20733, 20734, 20735, 20736, 20737,
20738, 20739, 20740, 20741, 20742, 20743, 20744, 20745, 20746,
20747, 20748, 20749, 20750, 20751, 20752, 20753, 20754],
dtype='int64')),
('2017-01-27 18:00:00',
Int64Index([20755, 20756, 20757, 20758, 20759, 20760, 20761, 20762, 20763,
20764, 20765, 20766, 20767, 20768, 20769, 20770, 20771, 20772,
20773, 20774, 20775, 20776, 20777, 20778, 20779, 20780, 20781,
20782, 20783, 20784, 20785, 20786, 20787, 20788, 20789],
dtype='int64')),
('2017-01-27 19:00:00',
Int64Index([20790, 20791, 20792, 20793, 20794, 20795, 20796, 20797, 20798,
20799, 20800, 20801, 20802, 20803, 20804, 20805, 20806, 20807,
20808, 20809, 20810, 20811, 20812, 20813, 20814, 20815, 20816,
20817, 20818, 20819, 20820, 20821, 20822, 20823, 20824],
dtype='int64')),
('2017-01-27 20:00:00',
Int64Index([20825, 20826, 20827, 20828, 20829, 20830, 20831, 20832, 20833,
20834, 20835, 20836, 20837, 20838, 20839, 20840, 20841, 20842,
20843, 20844, 20845, 20846, 20847, 20848, 20849, 20850, 20851,
20852, 20853, 20854, 20855, 20856, 20857, 20858, 20859],
dtype='int64')),
('2017-01-27 21:00:00',
Int64Index([20860, 20861, 20862, 20863, 20864, 20865, 20866, 20867, 20868,
20869, 20870, 20871, 20872, 20873, 20874, 20875, 20876, 20877,
20878, 20879, 20880, 20881, 20882, 20883, 20884, 20885, 20886,
20887, 20888, 20889, 20890, 20891, 20892, 20893, 20894],
dtype='int64')),
('2017-01-27 22:00:00',
Int64Index([20895, 20896, 20897, 20898, 20899, 20900, 20901, 20902, 20903,
20904, 20905, 20906, 20907, 20908, 20909, 20910, 20911, 20912,
20913, 20914, 20915, 20916, 20917, 20918, 20919, 20920, 20921,
20922, 20923, 20924, 20925, 20926, 20927, 20928, 20929],
dtype='int64')),
('2017-01-27 23:00:00',
Int64Index([20930, 20931, 20932, 20933, 20934, 20935, 20936, 20937, 20938,
20939, 20940, 20941, 20942, 20943, 20944, 20945, 20946, 20947,
20948, 20949, 20950, 20951, 20952, 20953, 20954, 20955, 20956,
20957, 20958, 20959, 20960, 20961, 20962, 20963, 20964],
dtype='int64')),
('2017-01-28 00:00:00',
Int64Index([20965, 20966, 20967, 20968, 20969, 20970, 20971, 20972, 20973,
20974, 20975, 20976, 20977, 20978, 20979, 20980, 20981, 20982,
20983, 20984, 20985, 20986, 20987, 20988, 20989, 20990, 20991,
20992, 20993, 20994, 20995, 20996, 20997, 20998, 20999],
dtype='int64')),
('2017-01-28 01:00:00',
Int64Index([21000, 21001, 21002, 21003, 21004, 21005, 21006, 21007, 21008,
21009, 21010, 21011, 21012, 21013, 21014, 21015, 21016, 21017,
21018, 21019, 21020, 21021, 21022, 21023, 21024, 21025, 21026,
21027, 21028, 21029, 21030, 21031, 21032, 21033, 21034],
dtype='int64')),
('2017-01-28 02:00:00',
Int64Index([21035, 21036, 21037, 21038, 21039, 21040, 21041, 21042, 21043,
21044, 21045, 21046, 21047, 21048, 21049, 21050, 21051, 21052,
21053, 21054, 21055, 21056, 21057, 21058, 21059, 21060, 21061,
21062, 21063, 21064, 21065, 21066, 21067, 21068, 21069],
dtype='int64')),
('2017-01-28 03:00:00',
Int64Index([21070, 21071, 21072, 21073, 21074, 21075, 21076, 21077, 21078,
21079, 21080, 21081, 21082, 21083, 21084, 21085, 21086, 21087,
21088, 21089, 21090, 21091, 21092, 21093, 21094, 21095, 21096,
21097, 21098, 21099, 21100, 21101, 21102, 21103, 21104],
dtype='int64')),
('2017-01-28 04:00:00',
Int64Index([21105, 21106, 21107, 21108, 21109, 21110, 21111, 21112, 21113,
21114, 21115, 21116, 21117, 21118, 21119, 21120, 21121, 21122,
21123, 21124, 21125, 21126, 21127, 21128, 21129, 21130, 21131,
21132, 21133, 21134, 21135, 21136, 21137, 21138, 21139],
dtype='int64')),
('2017-01-28 05:00:00',
Int64Index([21140, 21141, 21142, 21143, 21144, 21145, 21146, 21147, 21148,
21149, 21150, 21151, 21152, 21153, 21154, 21155, 21156, 21157,
21158, 21159, 21160, 21161, 21162, 21163, 21164, 21165, 21166,
21167, 21168, 21169, 21170, 21171, 21172, 21173, 21174],
dtype='int64')),
('2017-01-28 06:00:00',
Int64Index([21175, 21176, 21177, 21178, 21179, 21180, 21181, 21182, 21183,
21184, 21185, 21186, 21187, 21188, 21189, 21190, 21191, 21192,
21193, 21194, 21195, 21196, 21197, 21198, 21199, 21200, 21201,
21202, 21203, 21204, 21205, 21206, 21207, 21208, 21209],
dtype='int64')),
('2017-01-28 07:00:00',
Int64Index([21210, 21211, 21212, 21213, 21214, 21215, 21216, 21217, 21218,
21219, 21220, 21221, 21222, 21223, 21224, 21225, 21226, 21227,
21228, 21229, 21230, 21231, 21232, 21233, 21234, 21235, 21236,
21237, 21238, 21239, 21240, 21241, 21242, 21243, 21244],
dtype='int64')),
('2017-01-28 08:00:00',
Int64Index([21245, 21246, 21247, 21248, 21249, 21250, 21251, 21252, 21253,
21254, 21255, 21256, 21257, 21258, 21259, 21260, 21261, 21262,
21263, 21264, 21265, 21266, 21267, 21268, 21269, 21270, 21271,
21272, 21273, 21274, 21275, 21276, 21277, 21278, 21279],
dtype='int64')),
('2017-01-28 09:00:00',
Int64Index([21280, 21281, 21282, 21283, 21284, 21285, 21286, 21287, 21288,
21289, 21290, 21291, 21292, 21293, 21294, 21295, 21296, 21297,
21298, 21299, 21300, 21301, 21302, 21303, 21304, 21305, 21306,
21307, 21308, 21309, 21310, 21311, 21312, 21313, 21314],
dtype='int64')),
('2017-01-28 10:00:00',
Int64Index([21315, 21316, 21317, 21318, 21319, 21320, 21321, 21322, 21323,
21324, 21325, 21326, 21327, 21328, 21329, 21330, 21331, 21332,
21333, 21334, 21335, 21336, 21337, 21338, 21339, 21340, 21341,
21342, 21343, 21344, 21345, 21346, 21347, 21348, 21349],
dtype='int64')),
('2017-01-28 11:00:00',
Int64Index([21350, 21351, 21352, 21353, 21354, 21355, 21356, 21357, 21358,
21359, 21360, 21361, 21362, 21363, 21364, 21365, 21366, 21367,
21368, 21369, 21370, 21371, 21372, 21373, 21374, 21375, 21376,
21377, 21378, 21379, 21380, 21381, 21382, 21383, 21384],
dtype='int64')),
('2017-01-28 12:00:00',
Int64Index([21385, 21386, 21387, 21388, 21389, 21390, 21391, 21392, 21393,
21394, 21395, 21396, 21397, 21398, 21399, 21400, 21401, 21402,
21403, 21404, 21405, 21406, 21407, 21408, 21409, 21410, 21411,
21412, 21413, 21414, 21415, 21416, 21417, 21418, 21419],
dtype='int64')),
('2017-01-28 13:00:00',
Int64Index([21420, 21421, 21422, 21423, 21424, 21425, 21426, 21427, 21428,
21429, 21430, 21431, 21432, 21433, 21434, 21435, 21436, 21437,
21438, 21439, 21440, 21441, 21442, 21443, 21444, 21445, 21446,
21447, 21448, 21449, 21450, 21451, 21452, 21453, 21454],
dtype='int64')),
('2017-01-28 14:00:00',
Int64Index([21455, 21456, 21457, 21458, 21459, 21460, 21461, 21462, 21463,
21464, 21465, 21466, 21467, 21468, 21469, 21470, 21471, 21472,
21473, 21474, 21475, 21476, 21477, 21478, 21479, 21480, 21481,
21482, 21483, 21484, 21485, 21486, 21487, 21488, 21489],
dtype='int64')),
('2017-01-28 15:00:00',
Int64Index([21490, 21491, 21492, 21493, 21494, 21495, 21496, 21497, 21498,
21499, 21500, 21501, 21502, 21503, 21504, 21505, 21506, 21507,
21508, 21509, 21510, 21511, 21512, 21513, 21514, 21515, 21516,
21517, 21518, 21519, 21520, 21521, 21522, 21523, 21524],
dtype='int64')),
('2017-01-28 16:00:00',
Int64Index([21525, 21526, 21527, 21528, 21529, 21530, 21531, 21532, 21533,
21534, 21535, 21536, 21537, 21538, 21539, 21540, 21541, 21542,
21543, 21544, 21545, 21546, 21547, 21548, 21549, 21550, 21551,
21552, 21553, 21554, 21555, 21556, 21557, 21558, 21559],
dtype='int64')),
('2017-01-28 17:00:00',
Int64Index([21560, 21561, 21562, 21563, 21564, 21565, 21566, 21567, 21568,
21569, 21570, 21571, 21572, 21573, 21574, 21575, 21576, 21577,
21578, 21579, 21580, 21581, 21582, 21583, 21584, 21585, 21586,
21587, 21588, 21589, 21590, 21591, 21592, 21593, 21594],
dtype='int64')),
('2017-01-28 18:00:00',
Int64Index([21595, 21596, 21597, 21598, 21599, 21600, 21601, 21602, 21603,
21604, 21605, 21606, 21607, 21608, 21609, 21610, 21611, 21612,
21613, 21614, 21615, 21616, 21617, 21618, 21619, 21620, 21621,
21622, 21623, 21624, 21625, 21626, 21627, 21628, 21629],
dtype='int64')),
('2017-01-28 19:00:00',
Int64Index([21630, 21631, 21632, 21633, 21634, 21635, 21636, 21637, 21638,
21639, 21640, 21641, 21642, 21643, 21644, 21645, 21646, 21647,
21648, 21649, 21650, 21651, 21652, 21653, 21654, 21655, 21656,
21657, 21658, 21659, 21660, 21661, 21662, 21663, 21664],
dtype='int64')),
('2017-01-28 20:00:00',
Int64Index([21665, 21666, 21667, 21668, 21669, 21670, 21671, 21672, 21673,
21674, 21675, 21676, 21677, 21678, 21679, 21680, 21681, 21682,
21683, 21684, 21685, 21686, 21687, 21688, 21689, 21690, 21691,
21692, 21693, 21694, 21695, 21696, 21697, 21698, 21699],
dtype='int64')),
('2017-01-28 21:00:00',
Int64Index([21700, 21701, 21702, 21703, 21704, 21705, 21706, 21707, 21708,
21709, 21710, 21711, 21712, 21713, 21714, 21715, 21716, 21717,
21718, 21719, 21720, 21721, 21722, 21723, 21724, 21725, 21726,
21727, 21728, 21729, 21730, 21731, 21732, 21733, 21734],
dtype='int64')),
('2017-01-28 22:00:00',
Int64Index([21735, 21736, 21737, 21738, 21739, 21740, 21741, 21742, 21743,
21744, 21745, 21746, 21747, 21748, 21749, 21750, 21751, 21752,
21753, 21754, 21755, 21756, 21757, 21758, 21759, 21760, 21761,
21762, 21763, 21764, 21765, 21766, 21767, 21768, 21769],
dtype='int64')),
('2017-01-28 23:00:00',
Int64Index([21770, 21771, 21772, 21773, 21774, 21775, 21776, 21777, 21778,
21779, 21780, 21781, 21782, 21783, 21784, 21785, 21786, 21787,
21788, 21789, 21790, 21791, 21792, 21793, 21794, 21795, 21796,
21797, 21798, 21799, 21800, 21801, 21802, 21803, 21804],
dtype='int64')),
('2017-01-29 00:00:00',
Int64Index([21805, 21806, 21807, 21808, 21809, 21810, 21811, 21812, 21813,
21814, 21815, 21816, 21817, 21818, 21819, 21820, 21821, 21822,
21823, 21824, 21825, 21826, 21827, 21828, 21829, 21830, 21831,
21832, 21833, 21834, 21835, 21836, 21837, 21838, 21839],
dtype='int64')),
('2017-01-29 01:00:00',
Int64Index([21840, 21841, 21842, 21843, 21844, 21845, 21846, 21847, 21848,
21849, 21850, 21851, 21852, 21853, 21854, 21855, 21856, 21857,
21858, 21859, 21860, 21861, 21862, 21863, 21864, 21865, 21866,
21867, 21868, 21869, 21870, 21871, 21872, 21873, 21874],
dtype='int64')),
('2017-01-29 02:00:00',
Int64Index([21875, 21876, 21877, 21878, 21879, 21880, 21881, 21882, 21883,
21884, 21885, 21886, 21887, 21888, 21889, 21890, 21891, 21892,
21893, 21894, 21895, 21896, 21897, 21898, 21899, 21900, 21901,
21902, 21903, 21904, 21905, 21906, 21907, 21908, 21909],
dtype='int64')),
('2017-01-29 03:00:00',
Int64Index([21910, 21911, 21912, 21913, 21914, 21915, 21916, 21917, 21918,
21919, 21920, 21921, 21922, 21923, 21924, 21925, 21926, 21927,
21928, 21929, 21930, 21931, 21932, 21933, 21934, 21935, 21936,
21937, 21938, 21939, 21940, 21941, 21942, 21943, 21944],
dtype='int64')),
('2017-01-29 04:00:00',
Int64Index([21945, 21946, 21947, 21948, 21949, 21950, 21951, 21952, 21953,
21954, 21955, 21956, 21957, 21958, 21959, 21960, 21961, 21962,
21963, 21964, 21965, 21966, 21967, 21968, 21969, 21970, 21971,
21972, 21973, 21974, 21975, 21976, 21977, 21978, 21979],
dtype='int64')),
('2017-01-29 05:00:00',
Int64Index([21980, 21981, 21982, 21983, 21984, 21985, 21986, 21987, 21988,
21989, 21990, 21991, 21992, 21993, 21994, 21995, 21996, 21997,
21998, 21999, 22000, 22001, 22002, 22003, 22004, 22005, 22006,
22007, 22008, 22009, 22010, 22011, 22012, 22013, 22014],
dtype='int64')),
('2017-01-29 06:00:00',
Int64Index([22015, 22016, 22017, 22018, 22019, 22020, 22021, 22022, 22023,
22024, 22025, 22026, 22027, 22028, 22029, 22030, 22031, 22032,
22033, 22034, 22035, 22036, 22037, 22038, 22039, 22040, 22041,
22042, 22043, 22044, 22045, 22046, 22047, 22048, 22049],
dtype='int64')),
('2017-01-29 07:00:00',
Int64Index([22050, 22051, 22052, 22053, 22054, 22055, 22056, 22057, 22058,
22059, 22060, 22061, 22062, 22063, 22064, 22065, 22066, 22067,
22068, 22069, 22070, 22071, 22072, 22073, 22074, 22075, 22076,
22077, 22078, 22079, 22080, 22081, 22082, 22083, 22084],
dtype='int64')),
('2017-01-29 08:00:00',
Int64Index([22085, 22086, 22087, 22088, 22089, 22090, 22091, 22092, 22093,
22094, 22095, 22096, 22097, 22098, 22099, 22100, 22101, 22102,
22103, 22104, 22105, 22106, 22107, 22108, 22109, 22110, 22111,
22112, 22113, 22114, 22115, 22116, 22117, 22118, 22119],
dtype='int64')),
('2017-01-29 09:00:00',
Int64Index([22120, 22121, 22122, 22123, 22124, 22125, 22126, 22127, 22128,
22129, 22130, 22131, 22132, 22133, 22134, 22135, 22136, 22137,
22138, 22139, 22140, 22141, 22142, 22143, 22144, 22145, 22146,
22147, 22148, 22149, 22150, 22151, 22152, 22153, 22154],
dtype='int64')),
('2017-01-29 10:00:00',
Int64Index([22155, 22156, 22157, 22158, 22159, 22160, 22161, 22162, 22163,
22164, 22165, 22166, 22167, 22168, 22169, 22170, 22171, 22172,
22173, 22174, 22175, 22176, 22177, 22178, 22179, 22180, 22181,
22182, 22183, 22184, 22185, 22186, 22187, 22188, 22189],
dtype='int64')),
('2017-01-29 11:00:00',
Int64Index([22190, 22191, 22192, 22193, 22194, 22195, 22196, 22197, 22198,
22199, 22200, 22201, 22202, 22203, 22204, 22205, 22206, 22207,
22208, 22209, 22210, 22211, 22212, 22213, 22214, 22215, 22216,
22217, 22218, 22219, 22220, 22221, 22222, 22223, 22224],
dtype='int64')),
('2017-01-29 12:00:00',
Int64Index([22225, 22226, 22227, 22228, 22229, 22230, 22231, 22232, 22233,
22234, 22235, 22236, 22237, 22238, 22239, 22240, 22241, 22242,
22243, 22244, 22245, 22246, 22247, 22248, 22249, 22250, 22251,
22252, 22253, 22254, 22255, 22256, 22257, 22258, 22259],
dtype='int64')),
('2017-01-29 13:00:00',
Int64Index([22260, 22261, 22262, 22263, 22264, 22265, 22266, 22267, 22268,
22269, 22270, 22271, 22272, 22273, 22274, 22275, 22276, 22277,
22278, 22279, 22280, 22281, 22282, 22283, 22284, 22285, 22286,
22287, 22288, 22289, 22290, 22291, 22292, 22293, 22294],
dtype='int64')),
('2017-01-29 14:00:00',
Int64Index([22295, 22296, 22297, 22298, 22299, 22300, 22301, 22302, 22303,
22304, 22305, 22306, 22307, 22308, 22309, 22310, 22311, 22312,
22313, 22314, 22315, 22316, 22317, 22318, 22319, 22320, 22321,
22322, 22323, 22324, 22325, 22326, 22327, 22328, 22329],
dtype='int64')),
('2017-01-29 15:00:00',
Int64Index([22330, 22331, 22332, 22333, 22334, 22335, 22336, 22337, 22338,
22339, 22340, 22341, 22342, 22343, 22344, 22345, 22346, 22347,
22348, 22349, 22350, 22351, 22352, 22353, 22354, 22355, 22356,
22357, 22358, 22359, 22360, 22361, 22362, 22363, 22364],
dtype='int64')),
('2017-01-29 16:00:00',
Int64Index([22365, 22366, 22367, 22368, 22369, 22370, 22371, 22372, 22373,
22374, 22375, 22376, 22377, 22378, 22379, 22380, 22381, 22382,
22383, 22384, 22385, 22386, 22387, 22388, 22389, 22390, 22391,
22392, 22393, 22394, 22395, 22396, 22397, 22398, 22399],
dtype='int64')),
('2017-01-29 17:00:00',
Int64Index([22400, 22401, 22402, 22403, 22404, 22405, 22406, 22407, 22408,
22409, 22410, 22411, 22412, 22413, 22414, 22415, 22416, 22417,
22418, 22419, 22420, 22421, 22422, 22423, 22424, 22425, 22426,
22427, 22428, 22429, 22430, 22431, 22432, 22433, 22434],
dtype='int64')),
('2017-01-29 18:00:00',
Int64Index([22435, 22436, 22437, 22438, 22439, 22440, 22441, 22442, 22443,
22444, 22445, 22446, 22447, 22448, 22449, 22450, 22451, 22452,
22453, 22454, 22455, 22456, 22457, 22458, 22459, 22460, 22461,
22462, 22463, 22464, 22465, 22466, 22467, 22468, 22469],
dtype='int64')),
('2017-01-29 19:00:00',
Int64Index([22470, 22471, 22472, 22473, 22474, 22475, 22476, 22477, 22478,
22479, 22480, 22481, 22482, 22483, 22484, 22485, 22486, 22487,
22488, 22489, 22490, 22491, 22492, 22493, 22494, 22495, 22496,
22497, 22498, 22499, 22500, 22501, 22502, 22503, 22504],
dtype='int64')),
('2017-01-29 20:00:00',
Int64Index([22505, 22506, 22507, 22508, 22509, 22510, 22511, 22512, 22513,
22514, 22515, 22516, 22517, 22518, 22519, 22520, 22521, 22522,
22523, 22524, 22525, 22526, 22527, 22528, 22529, 22530, 22531,
22532, 22533, 22534, 22535, 22536, 22537, 22538, 22539],
dtype='int64')),
('2017-01-29 21:00:00',
Int64Index([22540, 22541, 22542, 22543, 22544, 22545, 22546, 22547, 22548,
22549, 22550, 22551, 22552, 22553, 22554, 22555, 22556, 22557,
22558, 22559, 22560, 22561, 22562, 22563, 22564, 22565, 22566,
22567, 22568, 22569, 22570, 22571, 22572, 22573, 22574],
dtype='int64')),
('2017-01-29 22:00:00',
Int64Index([22575, 22576, 22577, 22578, 22579, 22580, 22581, 22582, 22583,
22584, 22585, 22586, 22587, 22588, 22589, 22590, 22591, 22592,
22593, 22594, 22595, 22596, 22597, 22598, 22599, 22600, 22601,
22602, 22603, 22604, 22605, 22606, 22607, 22608, 22609],
dtype='int64')),
('2017-01-29 23:00:00',
Int64Index([22610, 22611, 22612, 22613, 22614, 22615, 22616, 22617, 22618,
22619, 22620, 22621, 22622, 22623, 22624, 22625, 22626, 22627,
22628, 22629, 22630, 22631, 22632, 22633, 22634, 22635, 22636,
22637, 22638, 22639, 22640, 22641, 22642, 22643, 22644],
dtype='int64')),
('2017-01-30 00:00:00',
Int64Index([22645, 22646, 22647, 22648, 22649, 22650, 22651, 22652, 22653,
22654, 22655, 22656, 22657, 22658, 22659, 22660, 22661, 22662,
22663, 22664, 22665, 22666, 22667, 22668, 22669, 22670, 22671,
22672, 22673, 22674, 22675, 22676, 22677, 22678, 22679],
dtype='int64')),
('2017-01-30 01:00:00',
Int64Index([22680, 22681, 22682, 22683, 22684, 22685, 22686, 22687, 22688,
22689, 22690, 22691, 22692, 22693, 22694, 22695, 22696, 22697,
22698, 22699, 22700, 22701, 22702, 22703, 22704, 22705, 22706,
22707, 22708, 22709, 22710, 22711, 22712, 22713, 22714],
dtype='int64')),
('2017-01-30 02:00:00',
Int64Index([22715, 22716, 22717, 22718, 22719, 22720, 22721, 22722, 22723,
22724, 22725, 22726, 22727, 22728, 22729, 22730, 22731, 22732,
22733, 22734, 22735, 22736, 22737, 22738, 22739, 22740, 22741,
22742, 22743, 22744, 22745, 22746, 22747, 22748, 22749],
dtype='int64')),
('2017-01-30 03:00:00',
Int64Index([22750, 22751, 22752, 22753, 22754, 22755, 22756, 22757, 22758,
22759, 22760, 22761, 22762, 22763, 22764, 22765, 22766, 22767,
22768, 22769, 22770, 22771, 22772, 22773, 22774, 22775, 22776,
22777, 22778, 22779, 22780, 22781, 22782, 22783, 22784],
dtype='int64')),
('2017-01-30 04:00:00',
Int64Index([22785, 22786, 22787, 22788, 22789, 22790, 22791, 22792, 22793,
22794, 22795, 22796, 22797, 22798, 22799, 22800, 22801, 22802,
22803, 22804, 22805, 22806, 22807, 22808, 22809, 22810, 22811,
22812, 22813, 22814, 22815, 22816, 22817, 22818, 22819],
dtype='int64')),
('2017-01-30 05:00:00',
Int64Index([22820, 22821, 22822, 22823, 22824, 22825, 22826, 22827, 22828,
22829, 22830, 22831, 22832, 22833, 22834, 22835, 22836, 22837,
22838, 22839, 22840, 22841, 22842, 22843, 22844, 22845, 22846,
22847, 22848, 22849, 22850, 22851, 22852, 22853, 22854],
dtype='int64')),
('2017-01-30 06:00:00',
Int64Index([22855, 22856, 22857, 22858, 22859, 22860, 22861, 22862, 22863,
22864, 22865, 22866, 22867, 22868, 22869, 22870, 22871, 22872,
22873, 22874, 22875, 22876, 22877, 22878, 22879, 22880, 22881,
22882, 22883, 22884, 22885, 22886, 22887, 22888, 22889],
dtype='int64')),
('2017-01-30 07:00:00',
Int64Index([22890, 22891, 22892, 22893, 22894, 22895, 22896, 22897, 22898,
22899, 22900, 22901, 22902, 22903, 22904, 22905, 22906, 22907,
22908, 22909, 22910, 22911, 22912, 22913, 22914, 22915, 22916,
22917, 22918, 22919, 22920, 22921, 22922, 22923, 22924],
dtype='int64')),
('2017-01-30 08:00:00',
Int64Index([22925, 22926, 22927, 22928, 22929, 22930, 22931, 22932, 22933,
22934, 22935, 22936, 22937, 22938, 22939, 22940, 22941, 22942,
22943, 22944, 22945, 22946, 22947, 22948, 22949, 22950, 22951,
22952, 22953, 22954, 22955, 22956, 22957, 22958, 22959],
dtype='int64')),
('2017-01-30 09:00:00',
Int64Index([22960, 22961, 22962, 22963, 22964, 22965, 22966, 22967, 22968,
22969, 22970, 22971, 22972, 22973, 22974, 22975, 22976, 22977,
22978, 22979, 22980, 22981, 22982, 22983, 22984, 22985, 22986,
22987, 22988, 22989, 22990, 22991, 22992, 22993, 22994],
dtype='int64')),
('2017-01-30 10:00:00',
Int64Index([22995, 22996, 22997, 22998, 22999, 23000, 23001, 23002, 23003,
23004, 23005, 23006, 23007, 23008, 23009, 23010, 23011, 23012,
23013, 23014, 23015, 23016, 23017, 23018, 23019, 23020, 23021,
23022, 23023, 23024, 23025, 23026, 23027, 23028, 23029],
dtype='int64')),
('2017-01-30 11:00:00',
Int64Index([23030, 23031, 23032, 23033, 23034, 23035, 23036, 23037, 23038,
23039, 23040, 23041, 23042, 23043, 23044, 23045, 23046, 23047,
23048, 23049, 23050, 23051, 23052, 23053, 23054, 23055, 23056,
23057, 23058, 23059, 23060, 23061, 23062, 23063, 23064],
dtype='int64')),
('2017-01-30 12:00:00',
Int64Index([23065, 23066, 23067, 23068, 23069, 23070, 23071, 23072, 23073,
23074, 23075, 23076, 23077, 23078, 23079, 23080, 23081, 23082,
23083, 23084, 23085, 23086, 23087, 23088, 23089, 23090, 23091,
23092, 23093, 23094, 23095, 23096, 23097, 23098, 23099],
dtype='int64')),
('2017-01-30 13:00:00',
Int64Index([23100, 23101, 23102, 23103, 23104, 23105, 23106, 23107, 23108,
23109, 23110, 23111, 23112, 23113, 23114, 23115, 23116, 23117,
23118, 23119, 23120, 23121, 23122, 23123, 23124, 23125, 23126,
23127, 23128, 23129, 23130, 23131, 23132, 23133, 23134],
dtype='int64')),
('2017-01-30 14:00:00',
Int64Index([23135, 23136, 23137, 23138, 23139, 23140, 23141, 23142, 23143,
23144, 23145, 23146, 23147, 23148, 23149, 23150, 23151, 23152,
23153, 23154, 23155, 23156, 23157, 23158, 23159, 23160, 23161,
23162, 23163, 23164, 23165, 23166, 23167, 23168, 23169],
dtype='int64')),
('2017-01-30 15:00:00',
Int64Index([23170, 23171, 23172, 23173, 23174, 23175, 23176, 23177, 23178,
23179, 23180, 23181, 23182, 23183, 23184, 23185, 23186, 23187,
23188, 23189, 23190, 23191, 23192, 23193, 23194, 23195, 23196,
23197, 23198, 23199, 23200, 23201, 23202, 23203, 23204],
dtype='int64')),
('2017-01-30 16:00:00',
Int64Index([23205, 23206, 23207, 23208, 23209, 23210, 23211, 23212, 23213,
23214, 23215, 23216, 23217, 23218, 23219, 23220, 23221, 23222,
23223, 23224, 23225, 23226, 23227, 23228, 23229, 23230, 23231,
23232, 23233, 23234, 23235, 23236, 23237, 23238, 23239],
dtype='int64')),
('2017-01-30 17:00:00',
Int64Index([23240, 23241, 23242, 23243, 23244, 23245, 23246, 23247, 23248,
23249, 23250, 23251, 23252, 23253, 23254, 23255, 23256, 23257,
23258, 23259, 23260, 23261, 23262, 23263, 23264, 23265, 23266,
23267, 23268, 23269, 23270, 23271, 23272, 23273, 23274],
dtype='int64')),
('2017-01-30 18:00:00',
Int64Index([23275, 23276, 23277, 23278, 23279, 23280, 23281, 23282, 23283,
23284, 23285, 23286, 23287, 23288, 23289, 23290, 23291, 23292,
23293, 23294, 23295, 23296, 23297, 23298, 23299, 23300, 23301,
23302, 23303, 23304, 23305, 23306, 23307, 23308, 23309],
dtype='int64')),
('2017-01-30 19:00:00',
Int64Index([23310, 23311, 23312, 23313, 23314, 23315, 23316, 23317, 23318,
23319, 23320, 23321, 23322, 23323, 23324, 23325, 23326, 23327,
23328, 23329, 23330, 23331, 23332, 23333, 23334, 23335, 23336,
23337, 23338, 23339, 23340, 23341, 23342, 23343, 23344],
dtype='int64')),
('2017-01-30 20:00:00',
Int64Index([23345, 23346, 23347, 23348, 23349, 23350, 23351, 23352, 23353,
23354, 23355, 23356, 23357, 23358, 23359, 23360, 23361, 23362,
23363, 23364, 23365, 23366, 23367, 23368, 23369, 23370, 23371,
23372, 23373, 23374, 23375, 23376, 23377, 23378, 23379],
dtype='int64')),
('2017-01-30 21:00:00',
Int64Index([23380, 23381, 23382, 23383, 23384, 23385, 23386, 23387, 23388,
23389, 23390, 23391, 23392, 23393, 23394, 23395, 23396, 23397,
23398, 23399, 23400, 23401, 23402, 23403, 23404, 23405, 23406,
23407, 23408, 23409, 23410, 23411, 23412, 23413, 23414],
dtype='int64')),
('2017-01-30 22:00:00',
Int64Index([23415, 23416, 23417, 23418, 23419, 23420, 23421, 23422, 23423,
23424, 23425, 23426, 23427, 23428, 23429, 23430, 23431, 23432,
23433, 23434, 23435, 23436, 23437, 23438, 23439, 23440, 23441,
23442, 23443, 23444, 23445, 23446, 23447, 23448, 23449],
dtype='int64')),
('2017-01-30 23:00:00',
Int64Index([23450, 23451, 23452, 23453, 23454, 23455, 23456, 23457, 23458,
23459, 23460, 23461, 23462, 23463, 23464, 23465, 23466, 23467,
23468, 23469, 23470, 23471, 23472, 23473, 23474, 23475, 23476,
23477, 23478, 23479, 23480, 23481, 23482, 23483, 23484],
dtype='int64')),
('2017-01-31 00:00:00',
Int64Index([23485, 23486, 23487, 23488, 23489, 23490, 23491, 23492, 23493,
23494, 23495, 23496, 23497, 23498, 23499, 23500, 23501, 23502,
23503, 23504, 23505, 23506, 23507, 23508, 23509, 23510, 23511,
23512, 23513, 23514, 23515, 23516, 23517, 23518, 23519],
dtype='int64')),
('2017-01-31 01:00:00',
Int64Index([23520, 23521, 23522, 23523, 23524, 23525, 23526, 23527, 23528,
23529, 23530, 23531, 23532, 23533, 23534, 23535, 23536, 23537,
23538, 23539, 23540, 23541, 23542, 23543, 23544, 23545, 23546,
23547, 23548, 23549, 23550, 23551, 23552, 23553, 23554],
dtype='int64')),
('2017-01-31 02:00:00',
Int64Index([23555, 23556, 23557, 23558, 23559, 23560, 23561, 23562, 23563,
23564, 23565, 23566, 23567, 23568, 23569, 23570, 23571, 23572,
23573, 23574, 23575, 23576, 23577, 23578, 23579, 23580, 23581,
23582, 23583, 23584, 23585, 23586, 23587, 23588, 23589],
dtype='int64')),
('2017-01-31 03:00:00',
Int64Index([23590, 23591, 23592, 23593, 23594, 23595, 23596, 23597, 23598,
23599, 23600, 23601, 23602, 23603, 23604, 23605, 23606, 23607,
23608, 23609, 23610, 23611, 23612, 23613, 23614, 23615, 23616,
23617, 23618, 23619, 23620, 23621, 23622, 23623, 23624],
dtype='int64')),
('2017-01-31 04:00:00',
Int64Index([23625, 23626, 23627, 23628, 23629, 23630, 23631, 23632, 23633,
23634, 23635, 23636, 23637, 23638, 23639, 23640, 23641, 23642,
23643, 23644, 23645, 23646, 23647, 23648, 23649, 23650, 23651,
23652, 23653, 23654, 23655, 23656, 23657, 23658, 23659],
dtype='int64')),
('2017-01-31 05:00:00',
Int64Index([23660, 23661, 23662, 23663, 23664, 23665, 23666, 23667, 23668,
23669, 23670, 23671, 23672, 23673, 23674, 23675, 23676, 23677,
23678, 23679, 23680, 23681, 23682, 23683, 23684, 23685, 23686,
23687, 23688, 23689, 23690, 23691, 23692, 23693, 23694],
dtype='int64')),
('2017-01-31 06:00:00',
Int64Index([23695, 23696, 23697, 23698, 23699, 23700, 23701, 23702, 23703,
23704, 23705, 23706, 23707, 23708, 23709, 23710, 23711, 23712,
23713, 23714, 23715, 23716, 23717, 23718, 23719, 23720, 23721,
23722, 23723, 23724, 23725, 23726, 23727, 23728, 23729],
dtype='int64')),
('2017-01-31 07:00:00',
Int64Index([23730, 23731, 23732, 23733, 23734, 23735, 23736, 23737, 23738,
23739, 23740, 23741, 23742, 23743, 23744, 23745, 23746, 23747,
23748, 23749, 23750, 23751, 23752, 23753, 23754, 23755, 23756,
23757, 23758, 23759, 23760, 23761, 23762, 23763, 23764],
dtype='int64')),
('2017-01-31 08:00:00',
Int64Index([23765, 23766, 23767, 23768, 23769, 23770, 23771, 23772, 23773,
23774, 23775, 23776, 23777, 23778, 23779, 23780, 23781, 23782,
23783, 23784, 23785, 23786, 23787, 23788, 23789, 23790, 23791,
23792, 23793, 23794, 23795, 23796, 23797, 23798, 23799],
dtype='int64')),
('2017-01-31 09:00:00',
Int64Index([23800, 23801, 23802, 23803, 23804, 23805, 23806, 23807, 23808,
23809, 23810, 23811, 23812, 23813, 23814, 23815, 23816, 23817,
23818, 23819, 23820, 23821, 23822, 23823, 23824, 23825, 23826,
23827, 23828, 23829, 23830, 23831, 23832, 23833, 23834],
dtype='int64')),
('2017-01-31 10:00:00',
Int64Index([23835, 23836, 23837, 23838, 23839, 23840, 23841, 23842, 23843,
23844, 23845, 23846, 23847, 23848, 23849, 23850, 23851, 23852,
23853, 23854, 23855, 23856, 23857, 23858, 23859, 23860, 23861,
23862, 23863, 23864, 23865, 23866, 23867, 23868, 23869],
dtype='int64')),
('2017-01-31 11:00:00',
Int64Index([23870, 23871, 23872, 23873, 23874, 23875, 23876, 23877, 23878,
23879, 23880, 23881, 23882, 23883, 23884, 23885, 23886, 23887,
23888, 23889, 23890, 23891, 23892, 23893, 23894, 23895, 23896,
23897, 23898, 23899, 23900, 23901, 23902, 23903, 23904],
dtype='int64')),
('2017-01-31 12:00:00',
Int64Index([23905, 23906, 23907, 23908, 23909, 23910, 23911, 23912, 23913,
23914, 23915, 23916, 23917, 23918, 23919, 23920, 23921, 23922,
23923, 23924, 23925, 23926, 23927, 23928, 23929, 23930, 23931,
23932, 23933, 23934, 23935, 23936, 23937, 23938, 23939],
dtype='int64')),
('2017-01-31 13:00:00',
Int64Index([23940, 23941, 23942, 23943, 23944, 23945, 23946, 23947, 23948,
23949, 23950, 23951, 23952, 23953, 23954, 23955, 23956, 23957,
23958, 23959, 23960, 23961, 23962, 23963, 23964, 23965, 23966,
23967, 23968, 23969, 23970, 23971, 23972, 23973, 23974],
dtype='int64')),
('2017-01-31 14:00:00',
Int64Index([23975, 23976, 23977, 23978, 23979, 23980, 23981, 23982, 23983,
23984, 23985, 23986, 23987, 23988, 23989, 23990, 23991, 23992,
23993, 23994, 23995, 23996, 23997, 23998, 23999, 24000, 24001,
24002, 24003, 24004, 24005, 24006, 24007, 24008, 24009],
dtype='int64')),
('2017-01-31 15:00:00',
Int64Index([24010, 24011, 24012, 24013, 24014, 24015, 24016, 24017, 24018,
24019, 24020, 24021, 24022, 24023, 24024, 24025, 24026, 24027,
24028, 24029, 24030, 24031, 24032, 24033, 24034, 24035, 24036,
24037, 24038, 24039, 24040, 24041, 24042, 24043, 24044],
dtype='int64')),
('2017-01-31 16:00:00',
Int64Index([24045, 24046, 24047, 24048, 24049, 24050, 24051, 24052, 24053,
24054, 24055, 24056, 24057, 24058, 24059, 24060, 24061, 24062,
24063, 24064, 24065, 24066, 24067, 24068, 24069, 24070, 24071,
24072, 24073, 24074, 24075, 24076, 24077, 24078, 24079],
dtype='int64')),
('2017-01-31 17:00:00',
Int64Index([24080, 24081, 24082, 24083, 24084, 24085, 24086, 24087, 24088,
24089, 24090, 24091, 24092, 24093, 24094, 24095, 24096, 24097,
24098, 24099, 24100, 24101, 24102, 24103, 24104, 24105, 24106,
24107, 24108, 24109, 24110, 24111, 24112, 24113, 24114],
dtype='int64')),
('2017-01-31 18:00:00',
Int64Index([24115, 24116, 24117, 24118, 24119, 24120, 24121, 24122, 24123,
24124, 24125, 24126, 24127, 24128, 24129, 24130, 24131, 24132,
24133, 24134, 24135, 24136, 24137, 24138, 24139, 24140, 24141,
24142, 24143, 24144, 24145, 24146, 24147, 24148, 24149],
dtype='int64')),
('2017-01-31 19:00:00',
Int64Index([24150, 24151, 24152, 24153, 24154, 24155, 24156, 24157, 24158,
24159, 24160, 24161, 24162, 24163, 24164, 24165, 24166, 24167,
24168, 24169, 24170, 24171, 24172, 24173, 24174, 24175, 24176,
24177, 24178, 24179, 24180, 24181, 24182, 24183, 24184],
dtype='int64')),
('2017-01-31 20:00:00',
Int64Index([24185, 24186, 24187, 24188, 24189, 24190, 24191, 24192, 24193,
24194, 24195, 24196, 24197, 24198, 24199, 24200, 24201, 24202,
24203, 24204, 24205, 24206, 24207, 24208, 24209, 24210, 24211,
24212, 24213, 24214, 24215, 24216, 24217, 24218, 24219],
dtype='int64')),
('2017-01-31 21:00:00',
Int64Index([24220, 24221, 24222, 24223, 24224, 24225, 24226, 24227, 24228,
24229, 24230, 24231, 24232, 24233, 24234, 24235, 24236, 24237,
24238, 24239, 24240, 24241, 24242, 24243, 24244, 24245, 24246,
24247, 24248, 24249, 24250, 24251, 24252, 24253, 24254],
dtype='int64')),
('2017-01-31 22:00:00',
Int64Index([24255, 24256, 24257, 24258, 24259, 24260, 24261, 24262, 24263,
24264, 24265, 24266, 24267, 24268, 24269, 24270, 24271, 24272,
24273, 24274, 24275, 24276, 24277, 24278, 24279, 24280, 24281,
24282, 24283, 24284, 24285, 24286, 24287, 24288, 24289],
dtype='int64')),
('2017-01-31 23:00:00',
Int64Index([24290, 24291, 24292, 24293, 24294, 24295, 24296, 24297, 24298,
24299, 24300, 24301, 24302, 24303, 24304, 24305, 24306, 24307,
24308, 24309, 24310, 24311, 24312, 24313, 24314, 24315, 24316,
24317, 24318, 24319, 24320, 24321, 24322, 24323, 24324],
dtype='int64')),
('2017-02-01 00:00:00',
Int64Index([24325, 24326, 24327, 24328, 24329, 24330, 24331, 24332, 24333,
24334, 24335, 24336, 24337, 24338, 24339, 24340, 24341, 24342,
24343, 24344, 24345, 24346, 24347, 24348, 24349, 24350, 24351,
24352, 24353, 24354, 24355, 24356, 24357, 24358, 24359],
dtype='int64')),
('2017-02-01 01:00:00',
Int64Index([24360, 24361, 24362, 24363, 24364, 24365, 24366, 24367, 24368,
24369, 24370, 24371, 24372, 24373, 24374, 24375, 24376, 24377,
24378, 24379, 24380, 24381, 24382, 24383, 24384, 24385, 24386,
24387, 24388, 24389, 24390, 24391, 24392, 24393, 24394],
dtype='int64')),
('2017-02-01 02:00:00',
Int64Index([24395, 24396, 24397, 24398, 24399, 24400, 24401, 24402, 24403,
24404, 24405, 24406, 24407, 24408, 24409, 24410, 24411, 24412,
24413, 24414, 24415, 24416, 24417, 24418, 24419, 24420, 24421,
24422, 24423, 24424, 24425, 24426, 24427, 24428, 24429],
dtype='int64')),
('2017-02-01 03:00:00',
Int64Index([24430, 24431, 24432, 24433, 24434, 24435, 24436, 24437, 24438,
24439, 24440, 24441, 24442, 24443, 24444, 24445, 24446, 24447,
24448, 24449, 24450, 24451, 24452, 24453, 24454, 24455, 24456,
24457, 24458, 24459, 24460, 24461, 24462, 24463, 24464],
dtype='int64')),
('2017-02-01 04:00:00',
Int64Index([24465, 24466, 24467, 24468, 24469, 24470, 24471, 24472, 24473,
24474, 24475, 24476, 24477, 24478, 24479, 24480, 24481, 24482,
24483, 24484, 24485, 24486, 24487, 24488, 24489, 24490, 24491,
24492, 24493, 24494, 24495, 24496, 24497, 24498, 24499],
dtype='int64')),
('2017-02-01 05:00:00',
Int64Index([24500, 24501, 24502, 24503, 24504, 24505, 24506, 24507, 24508,
24509, 24510, 24511, 24512, 24513, 24514, 24515, 24516, 24517,
24518, 24519, 24520, 24521, 24522, 24523, 24524, 24525, 24526,
24527, 24528, 24529, 24530, 24531, 24532, 24533, 24534],
dtype='int64')),
('2017-02-01 06:00:00',
Int64Index([24535, 24536, 24537, 24538, 24539, 24540, 24541, 24542, 24543,
24544, 24545, 24546, 24547, 24548, 24549, 24550, 24551, 24552,
24553, 24554, 24555, 24556, 24557, 24558, 24559, 24560, 24561,
24562, 24563, 24564, 24565, 24566, 24567, 24568, 24569],
dtype='int64')),
('2017-02-01 07:00:00',
Int64Index([24570, 24571, 24572, 24573, 24574, 24575, 24576, 24577, 24578,
24579, 24580, 24581, 24582, 24583, 24584, 24585, 24586, 24587,
24588, 24589, 24590, 24591, 24592, 24593, 24594, 24595, 24596,
24597, 24598, 24599, 24600, 24601, 24602, 24603, 24604],
dtype='int64')),
('2017-02-01 08:00:00',
Int64Index([24605, 24606, 24607, 24608, 24609, 24610, 24611, 24612, 24613,
24614, 24615, 24616, 24617, 24618, 24619, 24620, 24621, 24622,
24623, 24624, 24625, 24626, 24627, 24628, 24629, 24630, 24631,
24632, 24633, 24634, 24635, 24636, 24637, 24638, 24639],
dtype='int64')),
('2017-02-01 09:00:00',
Int64Index([24640, 24641, 24642, 24643, 24644, 24645, 24646, 24647, 24648,
24649, 24650, 24651, 24652, 24653, 24654, 24655, 24656, 24657,
24658, 24659, 24660, 24661, 24662, 24663, 24664, 24665, 24666,
24667, 24668, 24669, 24670, 24671, 24672, 24673, 24674],
dtype='int64')),
('2017-02-01 10:00:00',
Int64Index([24675, 24676, 24677, 24678, 24679, 24680, 24681, 24682, 24683,
24684, 24685, 24686, 24687, 24688, 24689, 24690, 24691, 24692,
24693, 24694, 24695, 24696, 24697, 24698, 24699, 24700, 24701,
24702, 24703, 24704, 24705, 24706, 24707, 24708, 24709],
dtype='int64')),
('2017-02-01 11:00:00',
Int64Index([24710, 24711, 24712, 24713, 24714, 24715, 24716, 24717, 24718,
24719, 24720, 24721, 24722, 24723, 24724, 24725, 24726, 24727,
24728, 24729, 24730, 24731, 24732, 24733, 24734, 24735, 24736,
24737, 24738, 24739, 24740, 24741, 24742, 24743, 24744],
dtype='int64')),
('2017-02-01 12:00:00',
Int64Index([24745, 24746, 24747, 24748, 24749, 24750, 24751, 24752, 24753,
24754, 24755, 24756, 24757, 24758, 24759, 24760, 24761, 24762,
24763, 24764, 24765, 24766, 24767, 24768, 24769, 24770, 24771,
24772, 24773, 24774, 24775, 24776, 24777, 24778, 24779],
dtype='int64')),
('2017-02-01 13:00:00',
Int64Index([24780, 24781, 24782, 24783, 24784, 24785, 24786, 24787, 24788,
24789, 24790, 24791, 24792, 24793, 24794, 24795, 24796, 24797,
24798, 24799, 24800, 24801, 24802, 24803, 24804, 24805, 24806,
24807, 24808, 24809, 24810, 24811, 24812, 24813, 24814],
dtype='int64')),
('2017-02-01 14:00:00',
Int64Index([24815, 24816, 24817, 24818, 24819, 24820, 24821, 24822, 24823,
24824, 24825, 24826, 24827, 24828, 24829, 24830, 24831, 24832,
24833, 24834, 24835, 24836, 24837, 24838, 24839, 24840, 24841,
24842, 24843, 24844, 24845, 24846, 24847, 24848, 24849],
dtype='int64')),
('2017-02-01 15:00:00',
Int64Index([24850, 24851, 24852, 24853, 24854, 24855, 24856, 24857, 24858,
24859, 24860, 24861, 24862, 24863, 24864, 24865, 24866, 24867,
24868, 24869, 24870, 24871, 24872, 24873, 24874, 24875, 24876,
24877, 24878, 24879, 24880, 24881, 24882, 24883, 24884],
dtype='int64')),
('2017-02-01 16:00:00',
Int64Index([24885, 24886, 24887, 24888, 24889, 24890, 24891, 24892, 24893,
24894, 24895, 24896, 24897, 24898, 24899, 24900, 24901, 24902,
24903, 24904, 24905, 24906, 24907, 24908, 24909, 24910, 24911,
24912, 24913, 24914, 24915, 24916, 24917, 24918, 24919],
dtype='int64')),
('2017-02-01 17:00:00',
Int64Index([24920, 24921, 24922, 24923, 24924, 24925, 24926, 24927, 24928,
24929, 24930, 24931, 24932, 24933, 24934, 24935, 24936, 24937,
24938, 24939, 24940, 24941, 24942, 24943, 24944, 24945, 24946,
24947, 24948, 24949, 24950, 24951, 24952, 24953, 24954],
dtype='int64')),
('2017-02-01 18:00:00',
Int64Index([24955, 24956, 24957, 24958, 24959, 24960, 24961, 24962, 24963,
24964, 24965, 24966, 24967, 24968, 24969, 24970, 24971, 24972,
24973, 24974, 24975, 24976, 24977, 24978, 24979, 24980, 24981,
24982, 24983, 24984, 24985, 24986, 24987, 24988, 24989],
dtype='int64')),
('2017-02-01 19:00:00',
Int64Index([24990, 24991, 24992, 24993, 24994, 24995, 24996, 24997, 24998,
24999, 25000, 25001, 25002, 25003, 25004, 25005, 25006, 25007,
25008, 25009, 25010, 25011, 25012, 25013, 25014, 25015, 25016,
25017, 25018, 25019, 25020, 25021, 25022, 25023, 25024],
dtype='int64')),
('2017-02-01 20:00:00',
Int64Index([25025, 25026, 25027, 25028, 25029, 25030, 25031, 25032, 25033,
25034, 25035, 25036, 25037, 25038, 25039, 25040, 25041, 25042,
25043, 25044, 25045, 25046, 25047, 25048, 25049, 25050, 25051,
25052, 25053, 25054, 25055, 25056, 25057, 25058, 25059],
dtype='int64')),
('2017-02-01 21:00:00',
Int64Index([25060, 25061, 25062, 25063, 25064, 25065, 25066, 25067, 25068,
25069, 25070, 25071, 25072, 25073, 25074, 25075, 25076, 25077,
25078, 25079, 25080, 25081, 25082, 25083, 25084, 25085, 25086,
25087, 25088, 25089, 25090, 25091, 25092, 25093, 25094],
dtype='int64')),
('2017-02-01 22:00:00',
Int64Index([25095, 25096, 25097, 25098, 25099, 25100, 25101, 25102, 25103,
25104, 25105, 25106, 25107, 25108, 25109, 25110, 25111, 25112,
25113, 25114, 25115, 25116, 25117, 25118, 25119, 25120, 25121,
25122, 25123, 25124, 25125, 25126, 25127, 25128, 25129],
dtype='int64')),
('2017-02-01 23:00:00',
Int64Index([25130, 25131, 25132, 25133, 25134, 25135, 25136, 25137, 25138,
25139, 25140, 25141, 25142, 25143, 25144, 25145, 25146, 25147,
25148, 25149, 25150, 25151, 25152, 25153, 25154, 25155, 25156,
25157, 25158, 25159, 25160, 25161, 25162, 25163, 25164],
dtype='int64')),
('2017-02-02 00:00:00',
Int64Index([25165, 25166, 25167, 25168, 25169, 25170, 25171, 25172, 25173,
25174, 25175, 25176, 25177, 25178, 25179, 25180, 25181, 25182,
25183, 25184, 25185, 25186, 25187, 25188, 25189, 25190, 25191,
25192, 25193, 25194, 25195, 25196, 25197, 25198, 25199],
dtype='int64')),
('2017-02-02 01:00:00',
Int64Index([25200, 25201, 25202, 25203, 25204, 25205, 25206, 25207, 25208,
25209, 25210, 25211, 25212, 25213, 25214, 25215, 25216, 25217,
25218, 25219, 25220, 25221, 25222, 25223, 25224, 25225, 25226,
25227, 25228, 25229, 25230, 25231, 25232, 25233, 25234],
dtype='int64')),
('2017-02-02 02:00:00',
Int64Index([25235, 25236, 25237, 25238, 25239, 25240, 25241, 25242, 25243,
25244, 25245, 25246, 25247, 25248, 25249, 25250, 25251, 25252,
25253, 25254, 25255, 25256, 25257, 25258, 25259, 25260, 25261,
25262, 25263, 25264, 25265, 25266, 25267, 25268, 25269],
dtype='int64')),
('2017-02-02 03:00:00',
Int64Index([25270, 25271, 25272, 25273, 25274, 25275, 25276, 25277, 25278,
25279, 25280, 25281, 25282, 25283, 25284, 25285, 25286, 25287,
25288, 25289, 25290, 25291, 25292, 25293, 25294, 25295, 25296,
25297, 25298, 25299, 25300, 25301, 25302, 25303, 25304],
dtype='int64')),
('2017-02-02 04:00:00',
Int64Index([25305, 25306, 25307, 25308, 25309, 25310, 25311, 25312, 25313,
25314, 25315, 25316, 25317, 25318, 25319, 25320, 25321, 25322,
25323, 25324, 25325, 25326, 25327, 25328, 25329, 25330, 25331,
25332, 25333, 25334, 25335, 25336, 25337, 25338, 25339],
dtype='int64')),
('2017-02-02 05:00:00',
Int64Index([25340, 25341, 25342, 25343, 25344, 25345, 25346, 25347, 25348,
25349, 25350, 25351, 25352, 25353, 25354, 25355, 25356, 25357,
25358, 25359, 25360, 25361, 25362, 25363, 25364, 25365, 25366,
25367, 25368, 25369, 25370, 25371, 25372, 25373, 25374],
dtype='int64')),
('2017-02-02 06:00:00',
Int64Index([25375, 25376, 25377, 25378, 25379, 25380, 25381, 25382, 25383,
25384, 25385, 25386, 25387, 25388, 25389, 25390, 25391, 25392,
25393, 25394, 25395, 25396, 25397, 25398, 25399, 25400, 25401,
25402, 25403, 25404, 25405, 25406, 25407, 25408, 25409],
dtype='int64')),
('2017-02-02 07:00:00',
Int64Index([25410, 25411, 25412, 25413, 25414, 25415, 25416, 25417, 25418,
25419, 25420, 25421, 25422, 25423, 25424, 25425, 25426, 25427,
25428, 25429, 25430, 25431, 25432, 25433, 25434, 25435, 25436,
25437, 25438, 25439, 25440, 25441, 25442, 25443, 25444],
dtype='int64')),
('2017-02-02 08:00:00',
Int64Index([25445, 25446, 25447, 25448, 25449, 25450, 25451, 25452, 25453,
25454, 25455, 25456, 25457, 25458, 25459, 25460, 25461, 25462,
25463, 25464, 25465, 25466, 25467, 25468, 25469, 25470, 25471,
25472, 25473, 25474, 25475, 25476, 25477, 25478, 25479],
dtype='int64')),
('2017-02-02 09:00:00',
Int64Index([25480, 25481, 25482, 25483, 25484, 25485, 25486, 25487, 25488,
25489, 25490, 25491, 25492, 25493, 25494, 25495, 25496, 25497,
25498, 25499, 25500, 25501, 25502, 25503, 25504, 25505, 25506,
25507, 25508, 25509, 25510, 25511, 25512, 25513, 25514],
dtype='int64')),
('2017-02-02 10:00:00',
Int64Index([25515, 25516, 25517, 25518, 25519, 25520, 25521, 25522, 25523,
25524, 25525, 25526, 25527, 25528, 25529, 25530, 25531, 25532,
25533, 25534, 25535, 25536, 25537, 25538, 25539, 25540, 25541,
25542, 25543, 25544, 25545, 25546, 25547, 25548, 25549],
dtype='int64')),
('2017-02-02 11:00:00',
Int64Index([25550, 25551, 25552, 25553, 25554, 25555, 25556, 25557, 25558,
25559, 25560, 25561, 25562, 25563, 25564, 25565, 25566, 25567,
25568, 25569, 25570, 25571, 25572, 25573, 25574, 25575, 25576,
25577, 25578, 25579, 25580, 25581, 25582, 25583, 25584],
dtype='int64')),
('2017-02-02 12:00:00',
Int64Index([25585, 25586, 25587, 25588, 25589, 25590, 25591, 25592, 25593,
25594, 25595, 25596, 25597, 25598, 25599, 25600, 25601, 25602,
25603, 25604, 25605, 25606, 25607, 25608, 25609, 25610, 25611,
25612, 25613, 25614, 25615, 25616, 25617, 25618, 25619],
dtype='int64')),
('2017-02-02 13:00:00',
Int64Index([25620, 25621, 25622, 25623, 25624, 25625, 25626, 25627, 25628,
25629, 25630, 25631, 25632, 25633, 25634, 25635, 25636, 25637,
25638, 25639, 25640, 25641, 25642, 25643, 25644, 25645, 25646,
25647, 25648, 25649, 25650, 25651, 25652, 25653, 25654],
dtype='int64')),
('2017-02-02 14:00:00',
Int64Index([25655, 25656, 25657, 25658, 25659, 25660, 25661, 25662, 25663,
25664, 25665, 25666, 25667, 25668, 25669, 25670, 25671, 25672,
25673, 25674, 25675, 25676, 25677, 25678, 25679, 25680, 25681,
25682, 25683, 25684, 25685, 25686, 25687, 25688, 25689],
dtype='int64')),
('2017-02-02 15:00:00',
Int64Index([25690, 25691, 25692, 25693, 25694, 25695, 25696, 25697, 25698,
25699, 25700, 25701, 25702, 25703, 25704, 25705, 25706, 25707,
25708, 25709, 25710, 25711, 25712, 25713, 25714, 25715, 25716,
25717, 25718, 25719, 25720, 25721, 25722, 25723, 25724],
dtype='int64')),
('2017-02-02 16:00:00',
Int64Index([25725, 25726, 25727, 25728, 25729, 25730, 25731, 25732, 25733,
25734, 25735, 25736, 25737, 25738, 25739, 25740, 25741, 25742,
25743, 25744, 25745, 25746, 25747, 25748, 25749, 25750, 25751,
25752, 25753, 25754, 25755, 25756, 25757, 25758, 25759],
dtype='int64')),
('2017-02-02 17:00:00',
Int64Index([25760, 25761, 25762, 25763, 25764, 25765, 25766, 25767, 25768,
25769, 25770, 25771, 25772, 25773, 25774, 25775, 25776, 25777,
25778, 25779, 25780, 25781, 25782, 25783, 25784, 25785, 25786,
25787, 25788, 25789, 25790, 25791, 25792, 25793, 25794],
dtype='int64')),
('2017-02-02 18:00:00',
Int64Index([25795, 25796, 25797, 25798, 25799, 25800, 25801, 25802, 25803,
25804, 25805, 25806, 25807, 25808, 25809, 25810, 25811, 25812,
25813, 25814, 25815, 25816, 25817, 25818, 25819, 25820, 25821,
25822, 25823, 25824, 25825, 25826, 25827, 25828, 25829],
dtype='int64')),
('2017-02-02 19:00:00',
Int64Index([25830, 25831, 25832, 25833, 25834, 25835, 25836, 25837, 25838,
25839, 25840, 25841, 25842, 25843, 25844, 25845, 25846, 25847,
25848, 25849, 25850, 25851, 25852, 25853, 25854, 25855, 25856,
25857, 25858, 25859, 25860, 25861, 25862, 25863, 25864],
dtype='int64')),
('2017-02-02 20:00:00',
Int64Index([25865, 25866, 25867, 25868, 25869, 25870, 25871, 25872, 25873,
25874, 25875, 25876, 25877, 25878, 25879, 25880, 25881, 25882,
25883, 25884, 25885, 25886, 25887, 25888, 25889, 25890, 25891,
25892, 25893, 25894, 25895, 25896, 25897, 25898, 25899],
dtype='int64')),
('2017-02-02 21:00:00',
Int64Index([25900, 25901, 25902, 25903, 25904, 25905, 25906, 25907, 25908,
25909, 25910, 25911, 25912, 25913, 25914, 25915, 25916, 25917,
25918, 25919, 25920, 25921, 25922, 25923, 25924, 25925, 25926,
25927, 25928, 25929, 25930, 25931, 25932, 25933, 25934],
dtype='int64')),
('2017-02-02 22:00:00',
Int64Index([25935, 25936, 25937, 25938, 25939, 25940, 25941, 25942, 25943,
25944, 25945, 25946, 25947, 25948, 25949, 25950, 25951, 25952,
25953, 25954, 25955, 25956, 25957, 25958, 25959, 25960, 25961,
25962, 25963, 25964, 25965, 25966, 25967, 25968, 25969],
dtype='int64')),
('2017-02-02 23:00:00',
Int64Index([25970, 25971, 25972, 25973, 25974, 25975, 25976, 25977, 25978,
25979, 25980, 25981, 25982, 25983, 25984, 25985, 25986, 25987,
25988, 25989, 25990, 25991, 25992, 25993, 25994, 25995, 25996,
25997, 25998, 25999, 26000, 26001, 26002, 26003, 26004],
dtype='int64')),
('2017-02-03 00:00:00',
Int64Index([26005, 26006, 26007, 26008, 26009, 26010, 26011, 26012, 26013,
26014, 26015, 26016, 26017, 26018, 26019, 26020, 26021, 26022,
26023, 26024, 26025, 26026, 26027, 26028, 26029, 26030, 26031,
26032, 26033, 26034, 26035, 26036, 26037, 26038, 26039],
dtype='int64')),
('2017-02-03 01:00:00',
Int64Index([26040, 26041, 26042, 26043, 26044, 26045, 26046, 26047, 26048,
26049, 26050, 26051, 26052, 26053, 26054, 26055, 26056, 26057,
26058, 26059, 26060, 26061, 26062, 26063, 26064, 26065, 26066,
26067, 26068, 26069, 26070, 26071, 26072, 26073, 26074],
dtype='int64')),
('2017-02-03 02:00:00',
Int64Index([26075, 26076, 26077, 26078, 26079, 26080, 26081, 26082, 26083,
26084, 26085, 26086, 26087, 26088, 26089, 26090, 26091, 26092,
26093, 26094, 26095, 26096, 26097, 26098, 26099, 26100, 26101,
26102, 26103, 26104, 26105, 26106, 26107, 26108, 26109],
dtype='int64')),
('2017-02-03 03:00:00',
Int64Index([26110, 26111, 26112, 26113, 26114, 26115, 26116, 26117, 26118,
26119, 26120, 26121, 26122, 26123, 26124, 26125, 26126, 26127,
26128, 26129, 26130, 26131, 26132, 26133, 26134, 26135, 26136,
26137, 26138, 26139, 26140, 26141, 26142, 26143, 26144],
dtype='int64')),
('2017-02-03 04:00:00',
Int64Index([26145, 26146, 26147, 26148, 26149, 26150, 26151, 26152, 26153,
26154, 26155, 26156, 26157, 26158, 26159, 26160, 26161, 26162,
26163, 26164, 26165, 26166, 26167, 26168, 26169, 26170, 26171,
26172, 26173, 26174, 26175, 26176, 26177, 26178, 26179],
dtype='int64')),
('2017-02-03 05:00:00',
Int64Index([26180, 26181, 26182, 26183, 26184, 26185, 26186, 26187, 26188,
26189, 26190, 26191, 26192, 26193, 26194, 26195, 26196, 26197,
26198, 26199, 26200, 26201, 26202, 26203, 26204, 26205, 26206,
26207, 26208, 26209, 26210, 26211, 26212, 26213, 26214],
dtype='int64')),
('2017-02-03 06:00:00',
Int64Index([26215, 26216, 26217, 26218, 26219, 26220, 26221, 26222, 26223,
26224, 26225, 26226, 26227, 26228, 26229, 26230, 26231, 26232,
26233, 26234, 26235, 26236, 26237, 26238, 26239, 26240, 26241,
26242, 26243, 26244, 26245, 26246, 26247, 26248, 26249],
dtype='int64')),
('2017-02-03 07:00:00',
Int64Index([26250, 26251, 26252, 26253, 26254, 26255, 26256, 26257, 26258,
26259, 26260, 26261, 26262, 26263, 26264, 26265, 26266, 26267,
26268, 26269, 26270, 26271, 26272, 26273, 26274, 26275, 26276,
26277, 26278, 26279, 26280, 26281, 26282, 26283, 26284],
dtype='int64')),
('2017-02-03 08:00:00',
Int64Index([26285, 26286, 26287, 26288, 26289, 26290, 26291, 26292, 26293,
26294, 26295, 26296, 26297, 26298, 26299, 26300, 26301, 26302,
26303, 26304, 26305, 26306, 26307, 26308, 26309, 26310, 26311,
26312, 26313, 26314, 26315, 26316, 26317, 26318, 26319],
dtype='int64')),
('2017-02-03 09:00:00',
Int64Index([26320, 26321, 26322, 26323, 26324, 26325, 26326, 26327, 26328,
26329, 26330, 26331, 26332, 26333, 26334, 26335, 26336, 26337,
26338, 26339, 26340, 26341, 26342, 26343, 26344, 26345, 26346,
26347, 26348, 26349, 26350, 26351, 26352, 26353, 26354],
dtype='int64')),
('2017-02-03 10:00:00',
Int64Index([26355, 26356, 26357, 26358, 26359, 26360, 26361, 26362, 26363,
26364, 26365, 26366, 26367, 26368, 26369, 26370, 26371, 26372,
26373, 26374, 26375, 26376, 26377, 26378, 26379, 26380, 26381,
26382, 26383, 26384, 26385, 26386, 26387, 26388, 26389],
dtype='int64')),
('2017-02-03 11:00:00',
Int64Index([26390, 26391, 26392, 26393, 26394, 26395, 26396, 26397, 26398,
26399, 26400, 26401, 26402, 26403, 26404, 26405, 26406, 26407,
26408, 26409, 26410, 26411, 26412, 26413, 26414, 26415, 26416,
26417, 26418, 26419, 26420, 26421, 26422, 26423, 26424],
dtype='int64')),
('2017-02-03 12:00:00',
Int64Index([26425, 26426, 26427, 26428, 26429, 26430, 26431, 26432, 26433,
26434, 26435, 26436, 26437, 26438, 26439, 26440, 26441, 26442,
26443, 26444, 26445, 26446, 26447, 26448, 26449, 26450, 26451,
26452, 26453, 26454, 26455, 26456, 26457, 26458, 26459],
dtype='int64')),
('2017-02-03 13:00:00',
Int64Index([26460, 26461, 26462, 26463, 26464, 26465, 26466, 26467, 26468,
26469, 26470, 26471, 26472, 26473, 26474, 26475, 26476, 26477,
26478, 26479, 26480, 26481, 26482, 26483, 26484, 26485, 26486,
26487, 26488, 26489, 26490, 26491, 26492, 26493, 26494],
dtype='int64')),
('2017-02-03 14:00:00',
Int64Index([26495, 26496, 26497, 26498, 26499, 26500, 26501, 26502, 26503,
26504, 26505, 26506, 26507, 26508, 26509, 26510, 26511, 26512,
26513, 26514, 26515, 26516, 26517, 26518, 26519, 26520, 26521,
26522, 26523, 26524, 26525, 26526, 26527, 26528, 26529],
dtype='int64')),
('2017-02-03 15:00:00',
Int64Index([26530, 26531, 26532, 26533, 26534, 26535, 26536, 26537, 26538,
26539, 26540, 26541, 26542, 26543, 26544, 26545, 26546, 26547,
26548, 26549, 26550, 26551, 26552, 26553, 26554, 26555, 26556,
26557, 26558, 26559, 26560, 26561, 26562, 26563, 26564],
dtype='int64')),
('2017-02-03 16:00:00',
Int64Index([26565, 26566, 26567, 26568, 26569, 26570, 26571, 26572, 26573,
26574, 26575, 26576, 26577, 26578, 26579, 26580, 26581, 26582,
26583, 26584, 26585, 26586, 26587, 26588, 26589, 26590, 26591,
26592, 26593, 26594, 26595, 26596, 26597, 26598, 26599],
dtype='int64')),
('2017-02-03 17:00:00',
Int64Index([26600, 26601, 26602, 26603, 26604, 26605, 26606, 26607, 26608,
26609, 26610, 26611, 26612, 26613, 26614, 26615, 26616, 26617,
26618, 26619, 26620, 26621, 26622, 26623, 26624, 26625, 26626,
26627, 26628, 26629, 26630, 26631, 26632, 26633, 26634],
dtype='int64')),
('2017-02-03 18:00:00',
Int64Index([26635, 26636, 26637, 26638, 26639, 26640, 26641, 26642, 26643,
26644, 26645, 26646, 26647, 26648, 26649, 26650, 26651, 26652,
26653, 26654, 26655, 26656, 26657, 26658, 26659, 26660, 26661,
26662, 26663, 26664, 26665, 26666, 26667, 26668, 26669],
dtype='int64')),
('2017-02-03 19:00:00',
Int64Index([26670, 26671, 26672, 26673, 26674, 26675, 26676, 26677, 26678,
26679, 26680, 26681, 26682, 26683, 26684, 26685, 26686, 26687,
26688, 26689, 26690, 26691, 26692, 26693, 26694, 26695, 26696,
26697, 26698, 26699, 26700, 26701, 26702, 26703, 26704],
dtype='int64')),
('2017-02-03 20:00:00',
Int64Index([26705, 26706, 26707, 26708, 26709, 26710, 26711, 26712, 26713,
26714, 26715, 26716, 26717, 26718, 26719, 26720, 26721, 26722,
26723, 26724, 26725, 26726, 26727, 26728, 26729, 26730, 26731,
26732, 26733, 26734, 26735, 26736, 26737, 26738, 26739],
dtype='int64')),
('2017-02-03 21:00:00',
Int64Index([26740, 26741, 26742, 26743, 26744, 26745, 26746, 26747, 26748,
26749, 26750, 26751, 26752, 26753, 26754, 26755, 26756, 26757,
26758, 26759, 26760, 26761, 26762, 26763, 26764, 26765, 26766,
26767, 26768, 26769, 26770, 26771, 26772, 26773, 26774],
dtype='int64')),
('2017-02-03 22:00:00',
Int64Index([26775, 26776, 26777, 26778, 26779, 26780, 26781, 26782, 26783,
26784, 26785, 26786, 26787, 26788, 26789, 26790, 26791, 26792,
26793, 26794, 26795, 26796, 26797, 26798, 26799, 26800, 26801,
26802, 26803, 26804, 26805, 26806, 26807, 26808, 26809],
dtype='int64')),
('2017-02-03 23:00:00',
Int64Index([26810, 26811, 26812, 26813, 26814, 26815, 26816, 26817, 26818,
26819, 26820, 26821, 26822, 26823, 26824, 26825, 26826, 26827,
26828, 26829, 26830, 26831, 26832, 26833, 26834, 26835, 26836,
26837, 26838, 26839, 26840, 26841, 26842, 26843, 26844],
dtype='int64')),
('2017-02-04 00:00:00',
Int64Index([26845, 26846, 26847, 26848, 26849, 26850, 26851, 26852, 26853,
26854, 26855, 26856, 26857, 26858, 26859, 26860, 26861, 26862,
26863, 26864, 26865, 26866, 26867, 26868, 26869, 26870, 26871,
26872, 26873, 26874, 26875, 26876, 26877, 26878, 26879],
dtype='int64')),
('2017-02-04 01:00:00',
Int64Index([26880, 26881, 26882, 26883, 26884, 26885, 26886, 26887, 26888,
26889, 26890, 26891, 26892, 26893, 26894, 26895, 26896, 26897,
26898, 26899, 26900, 26901, 26902, 26903, 26904, 26905, 26906,
26907, 26908, 26909, 26910, 26911, 26912, 26913, 26914],
dtype='int64')),
('2017-02-04 02:00:00',
Int64Index([26915, 26916, 26917, 26918, 26919, 26920, 26921, 26922, 26923,
26924, 26925, 26926, 26927, 26928, 26929, 26930, 26931, 26932,
26933, 26934, 26935, 26936, 26937, 26938, 26939, 26940, 26941,
26942, 26943, 26944, 26945, 26946, 26947, 26948, 26949],
dtype='int64')),
('2017-02-04 03:00:00',
Int64Index([26950, 26951, 26952, 26953, 26954, 26955, 26956, 26957, 26958,
26959, 26960, 26961, 26962, 26963, 26964, 26965, 26966, 26967,
26968, 26969, 26970, 26971, 26972, 26973, 26974, 26975, 26976,
26977, 26978, 26979, 26980, 26981, 26982, 26983, 26984],
dtype='int64')),
('2017-02-04 04:00:00',
Int64Index([26985, 26986, 26987, 26988, 26989, 26990, 26991, 26992, 26993,
26994, 26995, 26996, 26997, 26998, 26999, 27000, 27001, 27002,
27003, 27004, 27005, 27006, 27007, 27008, 27009, 27010, 27011,
27012, 27013, 27014, 27015, 27016, 27017, 27018, 27019],
dtype='int64')),
('2017-02-04 05:00:00',
Int64Index([27020, 27021, 27022, 27023, 27024, 27025, 27026, 27027, 27028,
27029, 27030, 27031, 27032, 27033, 27034, 27035, 27036, 27037,
27038, 27039, 27040, 27041, 27042, 27043, 27044, 27045, 27046,
27047, 27048, 27049, 27050, 27051, 27052, 27053, 27054],
dtype='int64')),
('2017-02-04 06:00:00',
Int64Index([27055, 27056, 27057, 27058, 27059, 27060, 27061, 27062, 27063,
27064, 27065, 27066, 27067, 27068, 27069, 27070, 27071, 27072,
27073, 27074, 27075, 27076, 27077, 27078, 27079, 27080, 27081,
27082, 27083, 27084, 27085, 27086, 27087, 27088, 27089],
dtype='int64')),
('2017-02-04 07:00:00',
Int64Index([27090, 27091, 27092, 27093, 27094, 27095, 27096, 27097, 27098,
27099, 27100, 27101, 27102, 27103, 27104, 27105, 27106, 27107,
27108, 27109, 27110, 27111, 27112, 27113, 27114, 27115, 27116,
27117, 27118, 27119, 27120, 27121, 27122, 27123, 27124],
dtype='int64')),
('2017-02-04 08:00:00',
Int64Index([27125, 27126, 27127, 27128, 27129, 27130, 27131, 27132, 27133,
27134, 27135, 27136, 27137, 27138, 27139, 27140, 27141, 27142,
27143, 27144, 27145, 27146, 27147, 27148, 27149, 27150, 27151,
27152, 27153, 27154, 27155, 27156, 27157, 27158, 27159],
dtype='int64')),
('2017-02-04 09:00:00',
Int64Index([27160, 27161, 27162, 27163, 27164, 27165, 27166, 27167, 27168,
27169, 27170, 27171, 27172, 27173, 27174, 27175, 27176, 27177,
27178, 27179, 27180, 27181, 27182, 27183, 27184, 27185, 27186,
27187, 27188, 27189, 27190, 27191, 27192, 27193, 27194],
dtype='int64')),
('2017-02-04 10:00:00',
Int64Index([27195, 27196, 27197, 27198, 27199, 27200, 27201, 27202, 27203,
27204, 27205, 27206, 27207, 27208, 27209, 27210, 27211, 27212,
27213, 27214, 27215, 27216, 27217, 27218, 27219, 27220, 27221,
27222, 27223, 27224, 27225, 27226, 27227, 27228, 27229],
dtype='int64')),
('2017-02-04 11:00:00',
Int64Index([27230, 27231, 27232, 27233, 27234, 27235, 27236, 27237, 27238,
27239, 27240, 27241, 27242, 27243, 27244, 27245, 27246, 27247,
27248, 27249, 27250, 27251, 27252, 27253, 27254, 27255, 27256,
27257, 27258, 27259, 27260, 27261, 27262, 27263, 27264],
dtype='int64')),
('2017-02-04 12:00:00',
Int64Index([27265, 27266, 27267, 27268, 27269, 27270, 27271, 27272, 27273,
27274, 27275, 27276, 27277, 27278, 27279, 27280, 27281, 27282,
27283, 27284, 27285, 27286, 27287, 27288, 27289, 27290, 27291,
27292, 27293, 27294, 27295, 27296, 27297, 27298, 27299],
dtype='int64')),
('2017-02-04 13:00:00',
Int64Index([27300, 27301, 27302, 27303, 27304, 27305, 27306, 27307, 27308,
27309, 27310, 27311, 27312, 27313, 27314, 27315, 27316, 27317,
27318, 27319, 27320, 27321, 27322, 27323, 27324, 27325, 27326,
27327, 27328, 27329, 27330, 27331, 27332, 27333, 27334],
dtype='int64')),
('2017-02-04 14:00:00',
Int64Index([27335, 27336, 27337, 27338, 27339, 27340, 27341, 27342, 27343,
27344, 27345, 27346, 27347, 27348, 27349, 27350, 27351, 27352,
27353, 27354, 27355, 27356, 27357, 27358, 27359, 27360, 27361,
27362, 27363, 27364, 27365, 27366, 27367, 27368, 27369],
dtype='int64')),
('2017-02-04 15:00:00',
Int64Index([27370, 27371, 27372, 27373, 27374, 27375, 27376, 27377, 27378,
27379, 27380, 27381, 27382, 27383, 27384, 27385, 27386, 27387,
27388, 27389, 27390, 27391, 27392, 27393, 27394, 27395, 27396,
27397, 27398, 27399, 27400, 27401, 27402, 27403, 27404],
dtype='int64')),
('2017-02-04 16:00:00',
Int64Index([27405, 27406, 27407, 27408, 27409, 27410, 27411, 27412, 27413,
27414, 27415, 27416, 27417, 27418, 27419, 27420, 27421, 27422,
27423, 27424, 27425, 27426, 27427, 27428, 27429, 27430, 27431,
27432, 27433, 27434, 27435, 27436, 27437, 27438, 27439],
dtype='int64')),
('2017-02-04 17:00:00',
Int64Index([27440, 27441, 27442, 27443, 27444, 27445, 27446, 27447, 27448,
27449, 27450, 27451, 27452, 27453, 27454, 27455, 27456, 27457,
27458, 27459, 27460, 27461, 27462, 27463, 27464, 27465, 27466,
27467, 27468, 27469, 27470, 27471, 27472, 27473, 27474],
dtype='int64')),
('2017-02-04 18:00:00',
Int64Index([27475, 27476, 27477, 27478, 27479, 27480, 27481, 27482, 27483,
27484, 27485, 27486, 27487, 27488, 27489, 27490, 27491, 27492,
27493, 27494, 27495, 27496, 27497, 27498, 27499, 27500, 27501,
27502, 27503, 27504, 27505, 27506, 27507, 27508, 27509],
dtype='int64')),
('2017-02-04 19:00:00',
Int64Index([27510, 27511, 27512, 27513, 27514, 27515, 27516, 27517, 27518,
27519, 27520, 27521, 27522, 27523, 27524, 27525, 27526, 27527,
27528, 27529, 27530, 27531, 27532, 27533, 27534, 27535, 27536,
27537, 27538, 27539, 27540, 27541, 27542, 27543, 27544],
dtype='int64')),
('2017-02-04 20:00:00',
Int64Index([27545, 27546, 27547, 27548, 27549, 27550, 27551, 27552, 27553,
27554, 27555, 27556, 27557, 27558, 27559, 27560, 27561, 27562,
27563, 27564, 27565, 27566, 27567, 27568, 27569, 27570, 27571,
27572, 27573, 27574, 27575, 27576, 27577, 27578, 27579],
dtype='int64')),
('2017-02-04 21:00:00',
Int64Index([27580, 27581, 27582, 27583, 27584, 27585, 27586, 27587, 27588,
27589, 27590, 27591, 27592, 27593, 27594, 27595, 27596, 27597,
27598, 27599, 27600, 27601, 27602, 27603, 27604, 27605, 27606,
27607, 27608, 27609, 27610, 27611, 27612, 27613, 27614],
dtype='int64')),
('2017-02-04 22:00:00',
Int64Index([27615, 27616, 27617, 27618, 27619, 27620, 27621, 27622, 27623,
27624, 27625, 27626, 27627, 27628, 27629, 27630, 27631, 27632,
27633, 27634, 27635, 27636, 27637, 27638, 27639, 27640, 27641,
27642, 27643, 27644, 27645, 27646, 27647, 27648, 27649],
dtype='int64')),
('2017-02-04 23:00:00',
Int64Index([27650, 27651, 27652, 27653, 27654, 27655, 27656, 27657, 27658,
27659, 27660, 27661, 27662, 27663, 27664, 27665, 27666, 27667,
27668, 27669, 27670, 27671, 27672, 27673, 27674, 27675, 27676,
27677, 27678, 27679, 27680, 27681, 27682, 27683, 27684],
dtype='int64')),
('2017-02-05 00:00:00',
Int64Index([27685, 27686, 27687, 27688, 27689, 27690, 27691, 27692, 27693,
27694, 27695, 27696, 27697, 27698, 27699, 27700, 27701, 27702,
27703, 27704, 27705, 27706, 27707, 27708, 27709, 27710, 27711,
27712, 27713, 27714, 27715, 27716, 27717, 27718, 27719],
dtype='int64')),
('2017-02-05 01:00:00',
Int64Index([27720, 27721, 27722, 27723, 27724, 27725, 27726, 27727, 27728,
27729, 27730, 27731, 27732, 27733, 27734, 27735, 27736, 27737,
27738, 27739, 27740, 27741, 27742, 27743, 27744, 27745, 27746,
27747, 27748, 27749, 27750, 27751, 27752, 27753, 27754],
dtype='int64')),
('2017-02-05 02:00:00',
Int64Index([27755, 27756, 27757, 27758, 27759, 27760, 27761, 27762, 27763,
27764, 27765, 27766, 27767, 27768, 27769, 27770, 27771, 27772,
27773, 27774, 27775, 27776, 27777, 27778, 27779, 27780, 27781,
27782, 27783, 27784, 27785, 27786, 27787, 27788, 27789],
dtype='int64')),
('2017-02-05 03:00:00',
Int64Index([27790, 27791, 27792, 27793, 27794, 27795, 27796, 27797, 27798,
27799, 27800, 27801, 27802, 27803, 27804, 27805, 27806, 27807,
27808, 27809, 27810, 27811, 27812, 27813, 27814, 27815, 27816,
27817, 27818, 27819, 27820, 27821, 27822, 27823, 27824],
dtype='int64')),
('2017-02-05 04:00:00',
Int64Index([27825, 27826, 27827, 27828, 27829, 27830, 27831, 27832, 27833,
27834, 27835, 27836, 27837, 27838, 27839, 27840, 27841, 27842,
27843, 27844, 27845, 27846, 27847, 27848, 27849, 27850, 27851,
27852, 27853, 27854, 27855, 27856, 27857, 27858, 27859],
dtype='int64')),
('2017-02-05 05:00:00',
Int64Index([27860, 27861, 27862, 27863, 27864, 27865, 27866, 27867, 27868,
27869, 27870, 27871, 27872, 27873, 27874, 27875, 27876, 27877,
27878, 27879, 27880, 27881, 27882, 27883, 27884, 27885, 27886,
27887, 27888, 27889, 27890, 27891, 27892, 27893, 27894],
dtype='int64')),
('2017-02-05 06:00:00',
Int64Index([27895, 27896, 27897, 27898, 27899, 27900, 27901, 27902, 27903,
27904, 27905, 27906, 27907, 27908, 27909, 27910, 27911, 27912,
27913, 27914, 27915, 27916, 27917, 27918, 27919, 27920, 27921,
27922, 27923, 27924, 27925, 27926, 27927, 27928, 27929],
dtype='int64')),
('2017-02-05 07:00:00',
Int64Index([27930, 27931, 27932, 27933, 27934, 27935, 27936, 27937, 27938,
27939, 27940, 27941, 27942, 27943, 27944, 27945, 27946, 27947,
27948, 27949, 27950, 27951, 27952, 27953, 27954, 27955, 27956,
27957, 27958, 27959, 27960, 27961, 27962, 27963, 27964],
dtype='int64')),
('2017-02-05 08:00:00',
Int64Index([27965, 27966, 27967, 27968, 27969, 27970, 27971, 27972, 27973,
27974, 27975, 27976, 27977, 27978, 27979, 27980, 27981, 27982,
27983, 27984, 27985, 27986, 27987, 27988, 27989, 27990, 27991,
27992, 27993, 27994, 27995, 27996, 27997, 27998, 27999],
dtype='int64')),
('2017-02-05 09:00:00',
Int64Index([28000, 28001, 28002, 28003, 28004, 28005, 28006, 28007, 28008,
28009, 28010, 28011, 28012, 28013, 28014, 28015, 28016, 28017,
28018, 28019, 28020, 28021, 28022, 28023, 28024, 28025, 28026,
28027, 28028, 28029, 28030, 28031, 28032, 28033, 28034],
dtype='int64')),
('2017-02-05 10:00:00',
Int64Index([28035, 28036, 28037, 28038, 28039, 28040, 28041, 28042, 28043,
28044, 28045, 28046, 28047, 28048, 28049, 28050, 28051, 28052,
28053, 28054, 28055, 28056, 28057, 28058, 28059, 28060, 28061,
28062, 28063, 28064, 28065, 28066, 28067, 28068, 28069],
dtype='int64')),
('2017-02-05 11:00:00',
Int64Index([28070, 28071, 28072, 28073, 28074, 28075, 28076, 28077, 28078,
28079, 28080, 28081, 28082, 28083, 28084, 28085, 28086, 28087,
28088, 28089, 28090, 28091, 28092, 28093, 28094, 28095, 28096,
28097, 28098, 28099, 28100, 28101, 28102, 28103, 28104],
dtype='int64')),
('2017-02-05 12:00:00',
Int64Index([28105, 28106, 28107, 28108, 28109, 28110, 28111, 28112, 28113,
28114, 28115, 28116, 28117, 28118, 28119, 28120, 28121, 28122,
28123, 28124, 28125, 28126, 28127, 28128, 28129, 28130, 28131,
28132, 28133, 28134, 28135, 28136, 28137, 28138, 28139],
dtype='int64')),
('2017-02-05 13:00:00',
Int64Index([28140, 28141, 28142, 28143, 28144, 28145, 28146, 28147, 28148,
28149, 28150, 28151, 28152, 28153, 28154, 28155, 28156, 28157,
28158, 28159, 28160, 28161, 28162, 28163, 28164, 28165, 28166,
28167, 28168, 28169, 28170, 28171, 28172, 28173, 28174],
dtype='int64')),
('2017-02-05 14:00:00',
Int64Index([28175, 28176, 28177, 28178, 28179, 28180, 28181, 28182, 28183,
28184, 28185, 28186, 28187, 28188, 28189, 28190, 28191, 28192,
28193, 28194, 28195, 28196, 28197, 28198, 28199, 28200, 28201,
28202, 28203, 28204, 28205, 28206, 28207, 28208, 28209],
dtype='int64')),
('2017-02-05 15:00:00',
Int64Index([28210, 28211, 28212, 28213, 28214, 28215, 28216, 28217, 28218,
28219, 28220, 28221, 28222, 28223, 28224, 28225, 28226, 28227,
28228, 28229, 28230, 28231, 28232, 28233, 28234, 28235, 28236,
28237, 28238, 28239, 28240, 28241, 28242, 28243, 28244],
dtype='int64')),
('2017-02-05 16:00:00',
Int64Index([28245, 28246, 28247, 28248, 28249, 28250, 28251, 28252, 28253,
28254, 28255, 28256, 28257, 28258, 28259, 28260, 28261, 28262,
28263, 28264, 28265, 28266, 28267, 28268, 28269, 28270, 28271,
28272, 28273, 28274, 28275, 28276, 28277, 28278, 28279],
dtype='int64')),
('2017-02-05 17:00:00',
Int64Index([28280, 28281, 28282, 28283, 28284, 28285, 28286, 28287, 28288,
28289, 28290, 28291, 28292, 28293, 28294, 28295, 28296, 28297,
28298, 28299, 28300, 28301, 28302, 28303, 28304, 28305, 28306,
28307, 28308, 28309, 28310, 28311, 28312, 28313, 28314],
dtype='int64')),
('2017-02-05 18:00:00',
Int64Index([28315, 28316, 28317, 28318, 28319, 28320, 28321, 28322, 28323,
28324, 28325, 28326, 28327, 28328, 28329, 28330, 28331, 28332,
28333, 28334, 28335, 28336, 28337, 28338, 28339, 28340, 28341,
28342, 28343, 28344, 28345, 28346, 28347, 28348, 28349],
dtype='int64')),
('2017-02-05 19:00:00',
Int64Index([28350, 28351, 28352, 28353, 28354, 28355, 28356, 28357, 28358,
28359, 28360, 28361, 28362, 28363, 28364, 28365, 28366, 28367,
28368, 28369, 28370, 28371, 28372, 28373, 28374, 28375, 28376,
28377, 28378, 28379, 28380, 28381, 28382, 28383, 28384],
dtype='int64')),
('2017-02-05 20:00:00',
Int64Index([28385, 28386, 28387, 28388, 28389, 28390, 28391, 28392, 28393,
28394, 28395, 28396, 28397, 28398, 28399, 28400, 28401, 28402,
28403, 28404, 28405, 28406, 28407, 28408, 28409, 28410, 28411,
28412, 28413, 28414, 28415, 28416, 28417, 28418, 28419],
dtype='int64')),
('2017-02-05 22:00:00',
Int64Index([28420, 28421, 28422, 28423, 28424, 28425, 28426, 28427, 28428,
28429, 28430, 28431, 28432, 28433, 28434, 28435, 28436, 28437,
28438, 28439, 28440, 28441, 28442, 28443, 28444, 28445, 28446,
28447, 28448, 28449, 28450, 28451, 28452, 28453, 28454],
dtype='int64')),
('2017-02-05 23:00:00',
Int64Index([28455, 28456, 28457, 28458, 28459, 28460, 28461, 28462, 28463,
28464, 28465, 28466, 28467, 28468, 28469, 28470, 28471, 28472,
28473, 28474, 28475, 28476, 28477, 28478, 28479, 28480, 28481,
28482, 28483, 28484, 28485, 28486, 28487, 28488, 28489],
dtype='int64')),
('2017-02-06 00:00:00',
Int64Index([28490, 28491, 28492, 28493, 28494, 28495, 28496, 28497, 28498,
28499, 28500, 28501, 28502, 28503, 28504, 28505, 28506, 28507,
28508, 28509, 28510, 28511, 28512, 28513, 28514, 28515, 28516,
28517, 28518, 28519, 28520, 28521, 28522, 28523, 28524],
dtype='int64')),
('2017-02-06 01:00:00',
Int64Index([28525, 28526, 28527, 28528, 28529, 28530, 28531, 28532, 28533,
28534, 28535, 28536, 28537, 28538, 28539, 28540, 28541, 28542,
28543, 28544, 28545, 28546, 28547, 28548, 28549, 28550, 28551,
28552, 28553, 28554, 28555, 28556, 28557, 28558, 28559],
dtype='int64')),
('2017-02-06 02:00:00',
Int64Index([28560, 28561, 28562, 28563, 28564, 28565, 28566, 28567, 28568,
28569, 28570, 28571, 28572, 28573, 28574, 28575, 28576, 28577,
28578, 28579, 28580, 28581, 28582, 28583, 28584, 28585, 28586,
28587, 28588, 28589, 28590, 28591, 28592, 28593, 28594],
dtype='int64')),
('2017-02-06 03:00:00',
Int64Index([28595, 28596, 28597, 28598, 28599, 28600, 28601, 28602, 28603,
28604, 28605, 28606, 28607, 28608, 28609, 28610, 28611, 28612,
28613, 28614, 28615, 28616, 28617, 28618, 28619, 28620, 28621,
28622, 28623, 28624, 28625, 28626, 28627, 28628, 28629],
dtype='int64')),
('2017-02-06 04:00:00',
Int64Index([28630, 28631, 28632, 28633, 28634, 28635, 28636, 28637, 28638,
28639, 28640, 28641, 28642, 28643, 28644, 28645, 28646, 28647,
28648, 28649, 28650, 28651, 28652, 28653, 28654, 28655, 28656,
28657, 28658, 28659, 28660, 28661, 28662, 28663, 28664],
dtype='int64')),
('2017-02-06 05:00:00',
Int64Index([28665, 28666, 28667, 28668, 28669, 28670, 28671, 28672, 28673,
28674, 28675, 28676, 28677, 28678, 28679, 28680, 28681, 28682,
28683, 28684, 28685, 28686, 28687, 28688, 28689, 28690, 28691,
28692, 28693, 28694, 28695, 28696, 28697, 28698, 28699],
dtype='int64')),
('2017-02-06 06:00:00',
Int64Index([28700, 28701, 28702, 28703, 28704, 28705, 28706, 28707, 28708,
28709, 28710, 28711, 28712, 28713, 28714, 28715, 28716, 28717,
28718, 28719, 28720, 28721, 28722, 28723, 28724, 28725, 28726,
28727, 28728, 28729, 28730, 28731, 28732, 28733, 28734],
dtype='int64')),
('2017-02-06 07:00:00',
Int64Index([28735, 28736, 28737, 28738, 28739, 28740, 28741, 28742, 28743,
28744, 28745, 28746, 28747, 28748, 28749, 28750, 28751, 28752,
28753, 28754, 28755, 28756, 28757, 28758, 28759, 28760, 28761,
28762, 28763, 28764, 28765, 28766, 28767, 28768, 28769],
dtype='int64')),
('2017-02-06 08:00:00',
Int64Index([28770, 28771, 28772, 28773, 28774, 28775, 28776, 28777, 28778,
28779, 28780, 28781, 28782, 28783, 28784, 28785, 28786, 28787,
28788, 28789, 28790, 28791, 28792, 28793, 28794, 28795, 28796,
28797, 28798, 28799, 28800, 28801, 28802, 28803, 28804],
dtype='int64')),
('2017-02-06 09:00:00',
Int64Index([28805, 28806, 28807, 28808, 28809, 28810, 28811, 28812, 28813,
28814, 28815, 28816, 28817, 28818, 28819, 28820, 28821, 28822,
28823, 28824, 28825, 28826, 28827, 28828, 28829, 28830, 28831,
28832, 28833, 28834, 28835, 28836, 28837, 28838, 28839],
dtype='int64')),
('2017-02-06 10:00:00',
Int64Index([28840, 28841, 28842, 28843, 28844, 28845, 28846, 28847, 28848,
28849, 28850, 28851, 28852, 28853, 28854, 28855, 28856, 28857,
28858, 28859, 28860, 28861, 28862, 28863, 28864, 28865, 28866,
28867, 28868, 28869, 28870, 28871, 28872, 28873, 28874],
dtype='int64')),
('2017-02-06 11:00:00',
Int64Index([28875, 28876, 28877, 28878, 28879, 28880, 28881, 28882, 28883,
28884, 28885, 28886, 28887, 28888, 28889, 28890, 28891, 28892,
28893, 28894, 28895, 28896, 28897, 28898, 28899, 28900, 28901,
28902, 28903, 28904, 28905, 28906, 28907, 28908, 28909],
dtype='int64')),
('2017-02-06 12:00:00',
Int64Index([28910, 28911, 28912, 28913, 28914, 28915, 28916, 28917, 28918,
28919, 28920, 28921, 28922, 28923, 28924, 28925, 28926, 28927,
28928, 28929, 28930, 28931, 28932, 28933, 28934, 28935, 28936,
28937, 28938, 28939, 28940, 28941, 28942, 28943, 28944],
dtype='int64')),
('2017-02-06 13:00:00',
Int64Index([28945, 28946, 28947, 28948, 28949, 28950, 28951, 28952, 28953,
28954, 28955, 28956, 28957, 28958, 28959, 28960, 28961, 28962,
28963, 28964, 28965, 28966, 28967, 28968, 28969, 28970, 28971,
28972, 28973, 28974, 28975, 28976, 28977, 28978, 28979],
dtype='int64')),
('2017-02-06 14:00:00',
Int64Index([28980, 28981, 28982, 28983, 28984, 28985, 28986, 28987, 28988,
28989, 28990, 28991, 28992, 28993, 28994, 28995, 28996, 28997,
28998, 28999, 29000, 29001, 29002, 29003, 29004, 29005, 29006,
29007, 29008, 29009, 29010, 29011, 29012, 29013, 29014],
dtype='int64')),
('2017-02-06 17:00:00',
Int64Index([29015, 29016, 29017, 29018, 29019, 29020, 29021, 29022, 29023,
29024, 29025, 29026, 29027, 29028, 29029, 29030, 29031, 29032,
29033, 29034, 29035, 29036, 29037, 29038, 29039, 29040, 29041,
29042, 29043, 29044, 29045, 29046, 29047, 29048, 29049],
dtype='int64')),
('2017-02-06 18:00:00',
Int64Index([29050, 29051, 29052, 29053, 29054, 29055, 29056, 29057, 29058,
29059, 29060, 29061, 29062, 29063, 29064, 29065, 29066, 29067,
29068, 29069, 29070, 29071, 29072, 29073, 29074, 29075, 29076,
29077, 29078, 29079, 29080, 29081, 29082, 29083, 29084],
dtype='int64')),
('2017-02-06 19:00:00',
Int64Index([29085, 29086, 29087, 29088, 29089, 29090, 29091, 29092, 29093,
29094, 29095, 29096, 29097, 29098, 29099, 29100, 29101, 29102,
29103, 29104, 29105, 29106, 29107, 29108, 29109, 29110, 29111,
29112, 29113, 29114, 29115, 29116, 29117, 29118, 29119],
dtype='int64')),
('2017-02-06 22:00:00',
Int64Index([29120, 29121, 29122, 29123, 29124, 29125, 29126, 29127, 29128,
29129, 29130, 29131, 29132, 29133, 29134, 29135, 29136, 29137,
29138, 29139, 29140, 29141, 29142, 29143, 29144, 29145, 29146,
29147, 29148, 29149, 29150, 29151, 29152, 29153, 29154],
dtype='int64')),
('2017-02-07 00:00:00',
Int64Index([29155, 29156, 29157, 29158, 29159, 29160, 29161, 29162, 29163,
29164, 29165, 29166, 29167, 29168, 29169, 29170, 29171, 29172,
29173, 29174, 29175, 29176, 29177, 29178, 29179, 29180, 29181,
29182, 29183, 29184, 29185, 29186, 29187, 29188, 29189],
dtype='int64')),
('2017-02-07 01:00:00',
Int64Index([29190, 29191, 29192, 29193, 29194, 29195, 29196, 29197, 29198,
29199, 29200, 29201, 29202, 29203, 29204, 29205, 29206, 29207,
29208, 29209, 29210, 29211, 29212, 29213, 29214, 29215, 29216,
29217, 29218, 29219, 29220, 29221, 29222, 29223, 29224],
dtype='int64')),
('2017-02-07 02:00:00',
Int64Index([29225, 29226, 29227, 29228, 29229, 29230, 29231, 29232, 29233,
29234, 29235, 29236, 29237, 29238, 29239, 29240, 29241, 29242,
29243, 29244, 29245, 29246, 29247, 29248, 29249, 29250, 29251,
29252, 29253, 29254, 29255, 29256, 29257, 29258, 29259],
dtype='int64')),
('2017-02-07 03:00:00',
Int64Index([29260, 29261, 29262, 29263, 29264, 29265, 29266, 29267, 29268,
29269, 29270, 29271, 29272, 29273, 29274, 29275, 29276, 29277,
29278, 29279, 29280, 29281, 29282, 29283, 29284, 29285, 29286,
29287, 29288, 29289, 29290, 29291, 29292, 29293, 29294],
dtype='int64')),
('2017-02-07 04:00:00',
Int64Index([29295, 29296, 29297, 29298, 29299, 29300, 29301, 29302, 29303,
29304, 29305, 29306, 29307, 29308, 29309, 29310, 29311, 29312,
29313, 29314, 29315, 29316, 29317, 29318, 29319, 29320, 29321,
29322, 29323, 29324, 29325, 29326, 29327, 29328, 29329],
dtype='int64')),
('2017-02-07 05:00:00',
Int64Index([29330, 29331, 29332, 29333, 29334, 29335, 29336, 29337, 29338,
29339, 29340, 29341, 29342, 29343, 29344, 29345, 29346, 29347,
29348, 29349, 29350, 29351, 29352, 29353, 29354, 29355, 29356,
29357, 29358, 29359, 29360, 29361, 29362, 29363, 29364],
dtype='int64')),
('2017-02-07 06:00:00',
Int64Index([29365, 29366, 29367, 29368, 29369, 29370, 29371, 29372, 29373,
29374, 29375, 29376, 29377, 29378, 29379, 29380, 29381, 29382,
29383, 29384, 29385, 29386, 29387, 29388, 29389, 29390, 29391,
29392, 29393, 29394, 29395, 29396, 29397, 29398, 29399],
dtype='int64')),
('2017-02-07 07:00:00',
Int64Index([29400, 29401, 29402, 29403, 29404, 29405, 29406, 29407, 29408,
29409, 29410, 29411, 29412, 29413, 29414, 29415, 29416, 29417,
29418, 29419, 29420, 29421, 29422, 29423, 29424, 29425, 29426,
29427, 29428, 29429, 29430, 29431, 29432, 29433, 29434],
dtype='int64')),
('2017-02-07 08:00:00',
Int64Index([29435, 29436, 29437, 29438, 29439, 29440, 29441, 29442, 29443,
29444, 29445, 29446, 29447, 29448, 29449, 29450, 29451, 29452,
29453, 29454, 29455, 29456, 29457, 29458, 29459, 29460, 29461,
29462, 29463, 29464, 29465, 29466, 29467, 29468, 29469],
dtype='int64')),
('2017-02-07 09:00:00',
Int64Index([29470, 29471, 29472, 29473, 29474, 29475, 29476, 29477, 29478,
29479, 29480, 29481, 29482, 29483, 29484, 29485, 29486, 29487,
29488, 29489, 29490, 29491, 29492, 29493, 29494, 29495, 29496,
29497, 29498, 29499, 29500, 29501, 29502, 29503, 29504],
dtype='int64')),
('2017-02-07 12:00:00',
Int64Index([29505, 29506, 29507, 29508, 29509, 29510, 29511, 29512, 29513,
29514, 29515, 29516, 29517, 29518, 29519, 29520, 29521, 29522,
29523, 29524, 29525, 29526, 29527, 29528, 29529, 29530, 29531,
29532, 29533, 29534, 29535, 29536, 29537, 29538, 29539],
dtype='int64')),
('2017-02-07 13:00:00',
Int64Index([29540, 29541, 29542, 29543, 29544, 29545, 29546, 29547, 29548,
29549, 29550, 29551, 29552, 29553, 29554, 29555, 29556, 29557,
29558, 29559, 29560, 29561, 29562, 29563, 29564, 29565, 29566,
29567, 29568, 29569, 29570, 29571, 29572, 29573, 29574],
dtype='int64')),
('2017-02-07 15:00:00',
Int64Index([29575, 29576, 29577, 29578, 29579, 29580, 29581, 29582, 29583,
29584, 29585, 29586, 29587, 29588, 29589, 29590, 29591, 29592,
29593, 29594, 29595, 29596, 29597, 29598, 29599, 29600, 29601,
29602, 29603, 29604, 29605, 29606, 29607, 29608, 29609],
dtype='int64')),
('2017-02-07 16:00:00',
Int64Index([29610, 29611, 29612, 29613, 29614, 29615, 29616, 29617, 29618,
29619, 29620, 29621, 29622, 29623, 29624, 29625, 29626, 29627,
29628, 29629, 29630, 29631, 29632, 29633, 29634, 29635, 29636,
29637, 29638, 29639, 29640, 29641, 29642, 29643, 29644],
dtype='int64')),
('2017-02-07 17:00:00',
Int64Index([29645, 29646, 29647, 29648, 29649, 29650, 29651, 29652, 29653,
29654, 29655, 29656, 29657, 29658, 29659, 29660, 29661, 29662,
29663, 29664, 29665, 29666, 29667, 29668, 29669, 29670, 29671,
29672, 29673, 29674, 29675, 29676, 29677, 29678, 29679],
dtype='int64')),
('2017-02-07 18:00:00',
Int64Index([29680, 29681, 29682, 29683, 29684, 29685, 29686, 29687, 29688,
29689, 29690, 29691, 29692, 29693, 29694, 29695, 29696, 29697,
29698, 29699, 29700, 29701, 29702, 29703, 29704, 29705, 29706,
29707, 29708, 29709, 29710, 29711, 29712, 29713, 29714],
dtype='int64')),
('2017-02-07 19:00:00',
Int64Index([29715, 29716, 29717, 29718, 29719, 29720, 29721, 29722, 29723,
29724, 29725, 29726, 29727, 29728, 29729, 29730, 29731, 29732,
29733, 29734, 29735, 29736, 29737, 29738, 29739, 29740, 29741,
29742, 29743, 29744, 29745, 29746, 29747, 29748, 29749],
dtype='int64')),
('2017-02-07 20:00:00',
Int64Index([29750, 29751, 29752, 29753, 29754, 29755, 29756, 29757, 29758,
29759, 29760, 29761, 29762, 29763, 29764, 29765, 29766, 29767,
29768, 29769, 29770, 29771, 29772, 29773, 29774, 29775, 29776,
29777, 29778, 29779, 29780, 29781, 29782, 29783, 29784],
dtype='int64')),
('2017-02-07 21:00:00',
Int64Index([29785, 29786, 29787, 29788, 29789, 29790, 29791, 29792, 29793,
29794, 29795, 29796, 29797, 29798, 29799, 29800, 29801, 29802,
29803, 29804, 29805, 29806, 29807, 29808, 29809, 29810, 29811,
29812, 29813, 29814, 29815, 29816, 29817, 29818, 29819],
dtype='int64')),
('2017-02-07 22:00:00',
Int64Index([29820, 29821, 29822, 29823, 29824, 29825, 29826, 29827, 29828,
29829, 29830, 29831, 29832, 29833, 29834, 29835, 29836, 29837,
29838, 29839, 29840, 29841, 29842, 29843, 29844, 29845, 29846,
29847, 29848, 29849, 29850, 29851, 29852, 29853, 29854],
dtype='int64')),
('2017-02-07 23:00:00',
Int64Index([29855, 29856, 29857, 29858, 29859, 29860, 29861, 29862, 29863,
29864, 29865, 29866, 29867, 29868, 29869, 29870, 29871, 29872,
29873, 29874, 29875, 29876, 29877, 29878, 29879, 29880, 29881,
29882, 29883, 29884, 29885, 29886, 29887, 29888, 29889],
dtype='int64')),
('2017-02-08 00:00:00',
Int64Index([29890, 29891, 29892, 29893, 29894, 29895, 29896, 29897, 29898,
29899, 29900, 29901, 29902, 29903, 29904, 29905, 29906, 29907,
29908, 29909, 29910, 29911, 29912, 29913, 29914, 29915, 29916,
29917, 29918, 29919, 29920, 29921, 29922, 29923, 29924],
dtype='int64')),
('2017-02-08 01:00:00',
Int64Index([29925, 29926, 29927, 29928, 29929, 29930, 29931, 29932, 29933,
29934, 29935, 29936, 29937, 29938, 29939, 29940, 29941, 29942,
29943, 29944, 29945, 29946, 29947, 29948, 29949, 29950, 29951,
29952, 29953, 29954, 29955, 29956, 29957, 29958, 29959],
dtype='int64')),
('2017-02-08 02:00:00',
Int64Index([29960, 29961, 29962, 29963, 29964, 29965, 29966, 29967, 29968,
29969, 29970, 29971, 29972, 29973, 29974, 29975, 29976, 29977,
29978, 29979, 29980, 29981, 29982, 29983, 29984, 29985, 29986,
29987, 29988, 29989, 29990, 29991, 29992, 29993, 29994],
dtype='int64')),
('2017-02-08 03:00:00',
Int64Index([29995, 29996, 29997, 29998, 29999, 30000, 30001, 30002, 30003,
30004, 30005, 30006, 30007, 30008, 30009, 30010, 30011, 30012,
30013, 30014, 30015, 30016, 30017, 30018, 30019, 30020, 30021,
30022, 30023, 30024, 30025, 30026, 30027, 30028, 30029],
dtype='int64')),
('2017-02-08 04:00:00',
Int64Index([30030, 30031, 30032, 30033, 30034, 30035, 30036, 30037, 30038,
30039, 30040, 30041, 30042, 30043, 30044, 30045, 30046, 30047,
30048, 30049, 30050, 30051, 30052, 30053, 30054, 30055, 30056,
30057, 30058, 30059, 30060, 30061, 30062, 30063, 30064],
dtype='int64')),
('2017-02-08 06:00:00',
Int64Index([30065, 30066, 30067, 30068, 30069, 30070, 30071, 30072, 30073,
30074, 30075, 30076, 30077, 30078, 30079, 30080, 30081, 30082,
30083, 30084, 30085, 30086, 30087, 30088, 30089, 30090, 30091,
30092, 30093, 30094, 30095, 30096, 30097, 30098, 30099],
dtype='int64')),
('2017-02-08 07:00:00',
Int64Index([30100, 30101, 30102, 30103, 30104, 30105, 30106, 30107, 30108,
30109, 30110, 30111, 30112, 30113, 30114, 30115, 30116, 30117,
30118, 30119, 30120, 30121, 30122, 30123, 30124, 30125, 30126,
30127, 30128, 30129, 30130, 30131, 30132, 30133, 30134],
dtype='int64')),
('2017-02-08 08:00:00',
Int64Index([30135, 30136, 30137, 30138, 30139, 30140, 30141, 30142, 30143,
30144, 30145, 30146, 30147, 30148, 30149, 30150, 30151, 30152,
30153, 30154, 30155, 30156, 30157, 30158, 30159, 30160, 30161,
30162, 30163, 30164, 30165, 30166, 30167, 30168, 30169],
dtype='int64')),
('2017-02-08 09:00:00',
Int64Index([30170, 30171, 30172, 30173, 30174, 30175, 30176, 30177, 30178,
30179, 30180, 30181, 30182, 30183, 30184, 30185, 30186, 30187,
30188, 30189, 30190, 30191, 30192, 30193, 30194, 30195, 30196,
30197, 30198, 30199, 30200, 30201, 30202, 30203, 30204],
dtype='int64')),
('2017-02-08 11:00:00',
Int64Index([30205, 30206, 30207, 30208, 30209, 30210, 30211, 30212, 30213,
30214, 30215, 30216, 30217, 30218, 30219, 30220, 30221, 30222,
30223, 30224, 30225, 30226, 30227, 30228, 30229, 30230, 30231,
30232, 30233, 30234, 30235, 30236, 30237, 30238, 30239],
dtype='int64')),
('2017-02-08 12:00:00',
Int64Index([30240, 30241, 30242, 30243, 30244, 30245, 30246, 30247, 30248,
30249, 30250, 30251, 30252, 30253, 30254, 30255, 30256, 30257,
30258, 30259, 30260, 30261, 30262, 30263, 30264, 30265, 30266,
30267, 30268, 30269, 30270, 30271, 30272, 30273, 30274],
dtype='int64')),
('2017-02-08 13:00:00',
Int64Index([30275, 30276, 30277, 30278, 30279, 30280, 30281, 30282, 30283,
30284, 30285, 30286, 30287, 30288, 30289, 30290, 30291, 30292,
30293, 30294, 30295, 30296, 30297, 30298, 30299, 30300, 30301,
30302, 30303, 30304, 30305, 30306, 30307, 30308, 30309],
dtype='int64')),
('2017-02-08 14:00:00',
Int64Index([30310, 30311, 30312, 30313, 30314, 30315, 30316, 30317, 30318,
30319, 30320, 30321, 30322, 30323, 30324, 30325, 30326, 30327,
30328, 30329, 30330, 30331, 30332, 30333, 30334, 30335, 30336,
30337, 30338, 30339, 30340, 30341, 30342, 30343, 30344],
dtype='int64')),
('2017-02-09 01:00:00',
Int64Index([30345, 30346, 30347, 30348, 30349, 30350, 30351, 30352, 30353,
30354, 30355, 30356, 30357, 30358, 30359, 30360, 30361, 30362,
30363, 30364, 30365, 30366, 30367, 30368, 30369, 30370, 30371,
30372, 30373, 30374, 30375, 30376, 30377, 30378, 30379],
dtype='int64')),
('2017-02-09 02:00:00',
Int64Index([30380, 30381, 30382, 30383, 30384, 30385, 30386, 30387, 30388,
30389, 30390, 30391, 30392, 30393, 30394, 30395, 30396, 30397,
30398, 30399, 30400, 30401, 30402, 30403, 30404, 30405, 30406,
30407, 30408, 30409, 30410, 30411, 30412, 30413, 30414],
dtype='int64')),
('2017-02-09 04:00:00',
Int64Index([30415, 30416, 30417, 30418, 30419, 30420, 30421, 30422, 30423,
30424, 30425, 30426, 30427, 30428, 30429, 30430, 30431, 30432,
30433, 30434, 30435, 30436, 30437, 30438, 30439, 30440, 30441,
30442, 30443, 30444, 30445, 30446, 30447, 30448, 30449],
dtype='int64')),
('2017-02-09 07:00:00',
Int64Index([30450, 30451, 30452, 30453, 30454, 30455, 30456, 30457, 30458,
30459, 30460, 30461, 30462, 30463, 30464, 30465, 30466, 30467,
30468, 30469, 30470, 30471, 30472, 30473, 30474, 30475, 30476,
30477, 30478, 30479, 30480, 30481, 30482, 30483, 30484],
dtype='int64')),
('2017-02-09 08:00:00',
Int64Index([30485, 30486, 30487, 30488, 30489, 30490, 30491, 30492, 30493,
30494, 30495, 30496, 30497, 30498, 30499, 30500, 30501, 30502,
30503, 30504, 30505, 30506, 30507, 30508, 30509, 30510, 30511,
30512, 30513, 30514, 30515, 30516, 30517, 30518, 30519],
dtype='int64')),
('2017-02-09 09:00:00',
Int64Index([30520, 30521, 30522, 30523, 30524, 30525, 30526, 30527, 30528,
30529, 30530, 30531, 30532, 30533, 30534, 30535, 30536, 30537,
30538, 30539, 30540, 30541, 30542, 30543, 30544, 30545, 30546,
30547, 30548, 30549, 30550, 30551, 30552, 30553, 30554],
dtype='int64')),
('2017-02-09 10:00:00',
Int64Index([30555, 30556, 30557, 30558, 30559, 30560, 30561, 30562, 30563,
30564, 30565, 30566, 30567, 30568, 30569, 30570, 30571, 30572,
30573, 30574, 30575, 30576, 30577, 30578, 30579, 30580, 30581,
30582, 30583, 30584, 30585, 30586, 30587, 30588, 30589],
dtype='int64')),
('2017-02-09 11:00:00',
Int64Index([30590, 30591, 30592, 30593, 30594, 30595, 30596, 30597, 30598,
30599, 30600, 30601, 30602, 30603, 30604, 30605, 30606, 30607,
30608, 30609, 30610, 30611, 30612, 30613, 30614, 30615, 30616,
30617, 30618, 30619, 30620, 30621, 30622, 30623, 30624],
dtype='int64')),
('2017-02-09 12:00:00',
Int64Index([30625, 30626, 30627, 30628, 30629, 30630, 30631, 30632, 30633,
30634, 30635, 30636, 30637, 30638, 30639, 30640, 30641, 30642,
30643, 30644, 30645, 30646, 30647, 30648, 30649, 30650, 30651,
30652, 30653, 30654, 30655, 30656, 30657, 30658, 30659],
dtype='int64')),
('2017-02-09 13:00:00',
Int64Index([30660, 30661, 30662, 30663, 30664, 30665, 30666, 30667, 30668,
30669, 30670, 30671, 30672, 30673, 30674, 30675, 30676, 30677,
30678, 30679, 30680, 30681, 30682, 30683, 30684, 30685, 30686,
30687, 30688, 30689, 30690, 30691, 30692, 30693, 30694],
dtype='int64')),
('2017-02-09 14:00:00',
Int64Index([30695, 30696, 30697, 30698, 30699, 30700, 30701, 30702, 30703,
30704, 30705, 30706, 30707, 30708, 30709, 30710, 30711, 30712,
30713, 30714, 30715, 30716, 30717, 30718, 30719, 30720, 30721,
30722, 30723, 30724, 30725, 30726, 30727, 30728, 30729],
dtype='int64')),
('2017-02-09 15:00:00',
Int64Index([30730, 30731, 30732, 30733, 30734, 30735, 30736, 30737, 30738,
30739, 30740, 30741, 30742, 30743, 30744, 30745, 30746, 30747,
30748, 30749, 30750, 30751, 30752, 30753, 30754, 30755, 30756,
30757, 30758, 30759, 30760, 30761, 30762, 30763, 30764],
dtype='int64')),
('2017-02-09 16:00:00',
Int64Index([30765, 30766, 30767, 30768, 30769, 30770, 30771, 30772, 30773,
30774, 30775, 30776, 30777, 30778, 30779, 30780, 30781, 30782,
30783, 30784, 30785, 30786, 30787, 30788, 30789, 30790, 30791,
30792, 30793, 30794, 30795, 30796, 30797, 30798, 30799],
dtype='int64')),
('2017-02-09 17:00:00',
Int64Index([30800, 30801, 30802, 30803, 30804, 30805, 30806, 30807, 30808,
30809, 30810, 30811, 30812, 30813, 30814, 30815, 30816, 30817,
30818, 30819, 30820, 30821, 30822, 30823, 30824, 30825, 30826,
30827, 30828, 30829, 30830, 30831, 30832, 30833, 30834],
dtype='int64')),
('2017-02-09 18:00:00',
Int64Index([30835, 30836, 30837, 30838, 30839, 30840, 30841, 30842, 30843,
30844, 30845, 30846, 30847, 30848, 30849, 30850, 30851, 30852,
30853, 30854, 30855, 30856, 30857, 30858, 30859, 30860, 30861,
30862, 30863, 30864, 30865, 30866, 30867, 30868, 30869],
dtype='int64')),
('2017-02-09 19:00:00',
Int64Index([30870, 30871, 30872, 30873, 30874, 30875, 30876, 30877, 30878,
30879, 30880, 30881, 30882, 30883, 30884, 30885, 30886, 30887,
30888, 30889, 30890, 30891, 30892, 30893, 30894, 30895, 30896,
30897, 30898, 30899, 30900, 30901, 30902, 30903, 30904],
dtype='int64')),
('2017-02-09 20:00:00',
Int64Index([30905, 30906, 30907, 30908, 30909, 30910, 30911, 30912, 30913,
30914, 30915, 30916, 30917, 30918, 30919, 30920, 30921, 30922,
30923, 30924, 30925, 30926, 30927, 30928, 30929, 30930, 30931,
30932, 30933, 30934, 30935, 30936, 30937, 30938, 30939],
dtype='int64')),
('2017-02-09 21:00:00',
Int64Index([30940, 30941, 30942, 30943, 30944, 30945, 30946, 30947, 30948,
30949, 30950, 30951, 30952, 30953, 30954, 30955, 30956, 30957,
30958, 30959, 30960, 30961, 30962, 30963, 30964, 30965, 30966,
30967, 30968, 30969, 30970, 30971, 30972, 30973, 30974],
dtype='int64')),
('2017-02-09 22:00:00',
Int64Index([30975, 30976, 30977, 30978, 30979, 30980, 30981, 30982, 30983,
30984, 30985, 30986, 30987, 30988, 30989, 30990, 30991, 30992,
30993, 30994, 30995, 30996, 30997, 30998, 30999, 31000, 31001,
31002, 31003, 31004, 31005, 31006, 31007, 31008, 31009],
dtype='int64')),
('2017-02-09 23:00:00',
Int64Index([31010, 31011, 31012, 31013, 31014, 31015, 31016, 31017, 31018,
31019, 31020, 31021, 31022, 31023, 31024, 31025, 31026, 31027,
31028, 31029, 31030, 31031, 31032, 31033, 31034, 31035, 31036,
31037, 31038, 31039, 31040, 31041, 31042, 31043, 31044],
dtype='int64')),
('2017-02-10 00:00:00',
Int64Index([31045, 31046, 31047, 31048, 31049, 31050, 31051, 31052, 31053,
31054, 31055, 31056, 31057, 31058, 31059, 31060, 31061, 31062,
31063, 31064, 31065, 31066, 31067, 31068, 31069, 31070, 31071,
31072, 31073, 31074, 31075, 31076, 31077, 31078, 31079],
dtype='int64')),
('2017-02-10 01:00:00',
Int64Index([31080, 31081, 31082, 31083, 31084, 31085, 31086, 31087, 31088,
31089, 31090, 31091, 31092, 31093, 31094, 31095, 31096, 31097,
31098, 31099, 31100, 31101, 31102, 31103, 31104, 31105, 31106,
31107, 31108, 31109, 31110, 31111, 31112, 31113, 31114],
dtype='int64')),
('2017-02-10 02:00:00',
Int64Index([31115, 31116, 31117, 31118, 31119, 31120, 31121, 31122, 31123,
31124, 31125, 31126, 31127, 31128, 31129, 31130, 31131, 31132,
31133, 31134, 31135, 31136, 31137, 31138, 31139, 31140, 31141,
31142, 31143, 31144, 31145, 31146, 31147, 31148, 31149],
dtype='int64')),
('2017-02-10 03:00:00',
Int64Index([31150, 31151, 31152, 31153, 31154, 31155, 31156, 31157, 31158,
31159, 31160, 31161, 31162, 31163, 31164, 31165, 31166, 31167,
31168, 31169, 31170, 31171, 31172, 31173, 31174, 31175, 31176,
31177, 31178, 31179, 31180, 31181, 31182, 31183, 31184],
dtype='int64')),
('2017-02-10 04:00:00',
Int64Index([31185, 31186, 31187, 31188, 31189, 31190, 31191, 31192, 31193,
31194, 31195, 31196, 31197, 31198, 31199, 31200, 31201, 31202,
31203, 31204, 31205, 31206, 31207, 31208, 31209, 31210, 31211,
31212, 31213, 31214, 31215, 31216, 31217, 31218, 31219],
dtype='int64')),
('2017-02-10 05:00:00',
Int64Index([31220, 31221, 31222, 31223, 31224, 31225, 31226, 31227, 31228,
31229, 31230, 31231, 31232, 31233, 31234, 31235, 31236, 31237,
31238, 31239, 31240, 31241, 31242, 31243, 31244, 31245, 31246,
31247, 31248, 31249, 31250, 31251, 31252, 31253, 31254],
dtype='int64')),
('2017-02-10 06:00:00',
Int64Index([31255, 31256, 31257, 31258, 31259, 31260, 31261, 31262, 31263,
31264, 31265, 31266, 31267, 31268, 31269, 31270, 31271, 31272,
31273, 31274, 31275, 31276, 31277, 31278, 31279, 31280, 31281,
31282, 31283, 31284, 31285, 31286, 31287, 31288, 31289],
dtype='int64')),
('2017-02-10 07:00:00',
Int64Index([31290, 31291, 31292, 31293, 31294, 31295, 31296, 31297, 31298,
31299, 31300, 31301, 31302, 31303, 31304, 31305, 31306, 31307,
31308, 31309, 31310, 31311, 31312, 31313, 31314, 31315, 31316,
31317, 31318, 31319, 31320, 31321, 31322, 31323, 31324],
dtype='int64')),
('2017-02-10 08:00:00',
Int64Index([31325, 31326, 31327, 31328, 31329, 31330, 31331, 31332, 31333,
31334, 31335, 31336, 31337, 31338, 31339, 31340, 31341, 31342,
31343, 31344, 31345, 31346, 31347, 31348, 31349, 31350, 31351,
31352, 31353, 31354, 31355, 31356, 31357, 31358, 31359],
dtype='int64')),
('2017-02-10 09:00:00',
Int64Index([31360, 31361, 31362, 31363, 31364, 31365, 31366, 31367, 31368,
31369, 31370, 31371, 31372, 31373, 31374, 31375, 31376, 31377,
31378, 31379, 31380, 31381, 31382, 31383, 31384, 31385, 31386,
31387, 31388, 31389, 31390, 31391, 31392, 31393, 31394],
dtype='int64')),
('2017-02-10 10:00:00',
Int64Index([31395, 31396, 31397, 31398, 31399, 31400, 31401, 31402, 31403,
31404, 31405, 31406, 31407, 31408, 31409, 31410, 31411, 31412,
31413, 31414, 31415, 31416, 31417, 31418, 31419, 31420, 31421,
31422, 31423, 31424, 31425, 31426, 31427, 31428, 31429],
dtype='int64')),
('2017-02-10 11:00:00',
Int64Index([31430, 31431, 31432, 31433, 31434, 31435, 31436, 31437, 31438,
31439, 31440, 31441, 31442, 31443, 31444, 31445, 31446, 31447,
31448, 31449, 31450, 31451, 31452, 31453, 31454, 31455, 31456,
31457, 31458, 31459, 31460, 31461, 31462, 31463, 31464],
dtype='int64')),
('2017-02-10 12:00:00',
Int64Index([31465, 31466, 31467, 31468, 31469, 31470, 31471, 31472, 31473,
31474, 31475, 31476, 31477, 31478, 31479, 31480, 31481, 31482,
31483, 31484, 31485, 31486, 31487, 31488, 31489, 31490, 31491,
31492, 31493, 31494, 31495, 31496, 31497, 31498, 31499],
dtype='int64')),
('2017-02-10 13:00:00',
Int64Index([31500, 31501, 31502, 31503, 31504, 31505, 31506, 31507, 31508,
31509, 31510, 31511, 31512, 31513, 31514, 31515, 31516, 31517,
31518, 31519, 31520, 31521, 31522, 31523, 31524, 31525, 31526,
31527, 31528, 31529, 31530, 31531, 31532, 31533, 31534],
dtype='int64')),
('2017-02-10 14:00:00',
Int64Index([31535, 31536, 31537, 31538, 31539, 31540, 31541, 31542, 31543,
31544, 31545, 31546, 31547, 31548, 31549, 31550, 31551, 31552,
31553, 31554, 31555, 31556, 31557, 31558, 31559, 31560, 31561,
31562, 31563, 31564, 31565, 31566, 31567, 31568, 31569],
dtype='int64')),
('2017-02-10 15:00:00',
Int64Index([31570, 31571, 31572, 31573, 31574, 31575, 31576, 31577, 31578,
31579, 31580, 31581, 31582, 31583, 31584, 31585, 31586, 31587,
31588, 31589, 31590, 31591, 31592, 31593, 31594, 31595, 31596,
31597, 31598, 31599, 31600, 31601, 31602, 31603, 31604],
dtype='int64')),
('2017-02-10 16:00:00',
Int64Index([31605, 31606, 31607, 31608, 31609, 31610, 31611, 31612, 31613,
31614, 31615, 31616, 31617, 31618, 31619, 31620, 31621, 31622,
31623, 31624, 31625, 31626, 31627, 31628, 31629, 31630, 31631,
31632, 31633, 31634, 31635, 31636, 31637, 31638, 31639],
dtype='int64')),
('2017-02-10 17:00:00',
Int64Index([31640, 31641, 31642, 31643, 31644, 31645, 31646, 31647, 31648,
31649, 31650, 31651, 31652, 31653, 31654, 31655, 31656, 31657,
31658, 31659, 31660, 31661, 31662, 31663, 31664, 31665, 31666,
31667, 31668, 31669, 31670, 31671, 31672, 31673, 31674],
dtype='int64')),
('2017-02-10 18:00:00',
Int64Index([31675, 31676, 31677, 31678, 31679, 31680, 31681, 31682, 31683,
31684, 31685, 31686, 31687, 31688, 31689, 31690, 31691, 31692,
31693, 31694, 31695, 31696, 31697, 31698, 31699, 31700, 31701,
31702, 31703, 31704, 31705, 31706, 31707, 31708, 31709],
dtype='int64')),
('2017-02-10 19:00:00',
Int64Index([31710, 31711, 31712, 31713, 31714, 31715, 31716, 31717, 31718,
31719, 31720, 31721, 31722, 31723, 31724, 31725, 31726, 31727,
31728, 31729, 31730, 31731, 31732, 31733, 31734, 31735, 31736,
31737, 31738, 31739, 31740, 31741, 31742, 31743, 31744],
dtype='int64')),
('2017-02-10 20:00:00',
Int64Index([31745, 31746, 31747, 31748, 31749, 31750, 31751, 31752, 31753,
31754, 31755, 31756, 31757, 31758, 31759, 31760, 31761, 31762,
31763, 31764, 31765, 31766, 31767, 31768, 31769, 31770, 31771,
31772, 31773, 31774, 31775, 31776, 31777, 31778, 31779],
dtype='int64')),
('2017-02-10 21:00:00',
Int64Index([31780, 31781, 31782, 31783, 31784, 31785, 31786, 31787, 31788,
31789, 31790, 31791, 31792, 31793, 31794, 31795, 31796, 31797,
31798, 31799, 31800, 31801, 31802, 31803, 31804, 31805, 31806,
31807, 31808, 31809, 31810, 31811, 31812, 31813, 31814],
dtype='int64')),
('2017-02-10 22:00:00',
Int64Index([31815, 31816, 31817, 31818, 31819, 31820, 31821, 31822, 31823,
31824, 31825, 31826, 31827, 31828, 31829, 31830, 31831, 31832,
31833, 31834, 31835, 31836, 31837, 31838, 31839, 31840, 31841,
31842, 31843, 31844, 31845, 31846, 31847, 31848, 31849],
dtype='int64')),
('2017-02-10 23:00:00',
Int64Index([31850, 31851, 31852, 31853, 31854, 31855, 31856, 31857, 31858,
31859, 31860, 31861, 31862, 31863, 31864, 31865, 31866, 31867,
31868, 31869, 31870, 31871, 31872, 31873, 31874, 31875, 31876,
31877, 31878, 31879, 31880, 31881, 31882, 31883, 31884],
dtype='int64')),
('2017-02-11 00:00:00',
Int64Index([31885, 31886, 31887, 31888, 31889, 31890, 31891, 31892, 31893,
31894, 31895, 31896, 31897, 31898, 31899, 31900, 31901, 31902,
31903, 31904, 31905, 31906, 31907, 31908, 31909, 31910, 31911,
31912, 31913, 31914, 31915, 31916, 31917, 31918, 31919],
dtype='int64')),
('2017-02-11 01:00:00',
Int64Index([31920, 31921, 31922, 31923, 31924, 31925, 31926, 31927, 31928,
31929, 31930, 31931, 31932, 31933, 31934, 31935, 31936, 31937,
31938, 31939, 31940, 31941, 31942, 31943, 31944, 31945, 31946,
31947, 31948, 31949, 31950, 31951, 31952, 31953, 31954],
dtype='int64')),
('2017-02-11 02:00:00',
Int64Index([31955, 31956, 31957, 31958, 31959, 31960, 31961, 31962, 31963,
31964, 31965, 31966, 31967, 31968, 31969, 31970, 31971, 31972,
31973, 31974, 31975, 31976, 31977, 31978, 31979, 31980, 31981,
31982, 31983, 31984, 31985, 31986, 31987, 31988, 31989],
dtype='int64')),
('2017-02-11 03:00:00',
Int64Index([31990, 31991, 31992, 31993, 31994, 31995, 31996, 31997, 31998,
31999, 32000, 32001, 32002, 32003, 32004, 32005, 32006, 32007,
32008, 32009, 32010, 32011, 32012, 32013, 32014, 32015, 32016,
32017, 32018, 32019, 32020, 32021, 32022, 32023, 32024],
dtype='int64')),
('2017-02-11 04:00:00',
Int64Index([32025, 32026, 32027, 32028, 32029, 32030, 32031, 32032, 32033,
32034, 32035, 32036, 32037, 32038, 32039, 32040, 32041, 32042,
32043, 32044, 32045, 32046, 32047, 32048, 32049, 32050, 32051,
32052, 32053, 32054, 32055, 32056, 32057, 32058, 32059],
dtype='int64')),
('2017-02-11 05:00:00',
Int64Index([32060, 32061, 32062, 32063, 32064, 32065, 32066, 32067, 32068,
32069, 32070, 32071, 32072, 32073, 32074, 32075, 32076, 32077,
32078, 32079, 32080, 32081, 32082, 32083, 32084, 32085, 32086,
32087, 32088, 32089, 32090, 32091, 32092, 32093, 32094],
dtype='int64')),
('2017-02-11 06:00:00',
Int64Index([32095, 32096, 32097, 32098, 32099, 32100, 32101, 32102, 32103,
32104, 32105, 32106, 32107, 32108, 32109, 32110, 32111, 32112,
32113, 32114, 32115, 32116, 32117, 32118, 32119, 32120, 32121,
32122, 32123, 32124, 32125, 32126, 32127, 32128, 32129],
dtype='int64')),
('2017-02-11 07:00:00',
Int64Index([32130, 32131, 32132, 32133, 32134, 32135, 32136, 32137, 32138,
32139, 32140, 32141, 32142, 32143, 32144, 32145, 32146, 32147,
32148, 32149, 32150, 32151, 32152, 32153, 32154, 32155, 32156,
32157, 32158, 32159, 32160, 32161, 32162, 32163, 32164],
dtype='int64')),
('2017-02-11 08:00:00',
Int64Index([32165, 32166, 32167, 32168, 32169, 32170, 32171, 32172, 32173,
32174, 32175, 32176, 32177, 32178, 32179, 32180, 32181, 32182,
32183, 32184, 32185, 32186, 32187, 32188, 32189, 32190, 32191,
32192, 32193, 32194, 32195, 32196, 32197, 32198, 32199],
dtype='int64')),
('2017-02-11 09:00:00',
Int64Index([32200, 32201, 32202, 32203, 32204, 32205, 32206, 32207, 32208,
32209, 32210, 32211, 32212, 32213, 32214, 32215, 32216, 32217,
32218, 32219, 32220, 32221, 32222, 32223, 32224, 32225, 32226,
32227, 32228, 32229, 32230, 32231, 32232, 32233, 32234],
dtype='int64')),
('2017-02-11 10:00:00',
Int64Index([32235, 32236, 32237, 32238, 32239, 32240, 32241, 32242, 32243,
32244, 32245, 32246, 32247, 32248, 32249, 32250, 32251, 32252,
32253, 32254, 32255, 32256, 32257, 32258, 32259, 32260, 32261,
32262, 32263, 32264, 32265, 32266, 32267, 32268, 32269],
dtype='int64')),
('2017-02-11 11:00:00',
Int64Index([32270, 32271, 32272, 32273, 32274, 32275, 32276, 32277, 32278,
32279, 32280, 32281, 32282, 32283, 32284, 32285, 32286, 32287,
32288, 32289, 32290, 32291, 32292, 32293, 32294, 32295, 32296,
32297, 32298, 32299, 32300, 32301, 32302, 32303, 32304],
dtype='int64')),
('2017-02-11 12:00:00',
Int64Index([32305, 32306, 32307, 32308, 32309, 32310, 32311, 32312, 32313,
32314, 32315, 32316, 32317, 32318, 32319, 32320, 32321, 32322,
32323, 32324, 32325, 32326, 32327, 32328, 32329, 32330, 32331,
32332, 32333, 32334, 32335, 32336, 32337, 32338, 32339],
dtype='int64')),
('2017-02-11 13:00:00',
Int64Index([32340, 32341, 32342, 32343, 32344, 32345, 32346, 32347, 32348,
32349, 32350, 32351, 32352, 32353, 32354, 32355, 32356, 32357,
32358, 32359, 32360, 32361, 32362, 32363, 32364, 32365, 32366,
32367, 32368, 32369, 32370, 32371, 32372, 32373, 32374],
dtype='int64')),
('2017-02-11 14:00:00',
Int64Index([32375, 32376, 32377, 32378, 32379, 32380, 32381, 32382, 32383,
32384, 32385, 32386, 32387, 32388, 32389, 32390, 32391, 32392,
32393, 32394, 32395, 32396, 32397, 32398, 32399, 32400, 32401,
32402, 32403, 32404, 32405, 32406, 32407, 32408, 32409],
dtype='int64')),
('2017-02-11 15:00:00',
Int64Index([32410, 32411, 32412, 32413, 32414, 32415, 32416, 32417, 32418,
32419, 32420, 32421, 32422, 32423, 32424, 32425, 32426, 32427,
32428, 32429, 32430, 32431, 32432, 32433, 32434, 32435, 32436,
32437, 32438, 32439, 32440, 32441, 32442, 32443, 32444],
dtype='int64')),
('2017-02-11 16:00:00',
Int64Index([32445, 32446, 32447, 32448, 32449, 32450, 32451, 32452, 32453,
32454, 32455, 32456, 32457, 32458, 32459, 32460, 32461, 32462,
32463, 32464, 32465, 32466, 32467, 32468, 32469, 32470, 32471,
32472, 32473, 32474, 32475, 32476, 32477, 32478, 32479],
dtype='int64')),
('2017-02-11 17:00:00',
Int64Index([32480, 32481, 32482, 32483, 32484, 32485, 32486, 32487, 32488,
32489, 32490, 32491, 32492, 32493, 32494, 32495, 32496, 32497,
32498, 32499, 32500, 32501, 32502, 32503, 32504, 32505, 32506,
32507, 32508, 32509, 32510, 32511, 32512, 32513, 32514],
dtype='int64')),
('2017-02-11 18:00:00',
Int64Index([32515, 32516, 32517, 32518, 32519, 32520, 32521, 32522, 32523,
32524, 32525, 32526, 32527, 32528, 32529, 32530, 32531, 32532,
32533, 32534, 32535, 32536, 32537, 32538, 32539, 32540, 32541,
32542, 32543, 32544, 32545, 32546, 32547, 32548, 32549],
dtype='int64')),
('2017-02-11 19:00:00',
Int64Index([32550, 32551, 32552, 32553, 32554, 32555, 32556, 32557, 32558,
32559, 32560, 32561, 32562, 32563, 32564, 32565, 32566, 32567,
32568, 32569, 32570, 32571, 32572, 32573, 32574, 32575, 32576,
32577, 32578, 32579, 32580, 32581, 32582, 32583, 32584],
dtype='int64')),
('2017-02-11 20:00:00',
Int64Index([32585, 32586, 32587, 32588, 32589, 32590, 32591, 32592, 32593,
32594, 32595, 32596, 32597, 32598, 32599, 32600, 32601, 32602,
32603, 32604, 32605, 32606, 32607, 32608, 32609, 32610, 32611,
32612, 32613, 32614, 32615, 32616, 32617, 32618, 32619],
dtype='int64')),
('2017-02-11 21:00:00',
Int64Index([32620, 32621, 32622, 32623, 32624, 32625, 32626, 32627, 32628,
32629, 32630, 32631, 32632, 32633, 32634, 32635, 32636, 32637,
32638, 32639, 32640, 32641, 32642, 32643, 32644, 32645, 32646,
32647, 32648, 32649, 32650, 32651, 32652, 32653, 32654],
dtype='int64')),
('2017-02-11 22:00:00',
Int64Index([32655, 32656, 32657, 32658, 32659, 32660, 32661, 32662, 32663,
32664, 32665, 32666, 32667, 32668, 32669, 32670, 32671, 32672,
32673, 32674, 32675, 32676, 32677, 32678, 32679, 32680, 32681,
32682, 32683, 32684, 32685, 32686, 32687, 32688, 32689],
dtype='int64')),
('2017-02-11 23:00:00',
Int64Index([32690, 32691, 32692, 32693, 32694, 32695, 32696, 32697, 32698,
32699, 32700, 32701, 32702, 32703, 32704, 32705, 32706, 32707,
32708, 32709, 32710, 32711, 32712, 32713, 32714, 32715, 32716,
32717, 32718, 32719, 32720, 32721, 32722, 32723, 32724],
dtype='int64')),
('2017-02-12 00:00:00',
Int64Index([32725, 32726, 32727, 32728, 32729, 32730, 32731, 32732, 32733,
32734, 32735, 32736, 32737, 32738, 32739, 32740, 32741, 32742,
32743, 32744, 32745, 32746, 32747, 32748, 32749, 32750, 32751,
32752, 32753, 32754, 32755, 32756, 32757, 32758, 32759],
dtype='int64')),
('2017-02-12 01:00:00',
Int64Index([32760, 32761, 32762, 32763, 32764, 32765, 32766, 32767, 32768,
32769, 32770, 32771, 32772, 32773, 32774, 32775, 32776, 32777,
32778, 32779, 32780, 32781, 32782, 32783, 32784, 32785, 32786,
32787, 32788, 32789, 32790, 32791, 32792, 32793, 32794],
dtype='int64')),
('2017-02-12 02:00:00',
Int64Index([32795, 32796, 32797, 32798, 32799, 32800, 32801, 32802, 32803,
32804, 32805, 32806, 32807, 32808, 32809, 32810, 32811, 32812,
32813, 32814, 32815, 32816, 32817, 32818, 32819, 32820, 32821,
32822, 32823, 32824, 32825, 32826, 32827, 32828, 32829],
dtype='int64')),
('2017-02-12 03:00:00',
Int64Index([32830, 32831, 32832, 32833, 32834, 32835, 32836, 32837, 32838,
32839, 32840, 32841, 32842, 32843, 32844, 32845, 32846, 32847,
32848, 32849, 32850, 32851, 32852, 32853, 32854, 32855, 32856,
32857, 32858, 32859, 32860, 32861, 32862, 32863, 32864],
dtype='int64')),
('2017-02-12 04:00:00',
Int64Index([32865, 32866, 32867, 32868, 32869, 32870, 32871, 32872, 32873,
32874, 32875, 32876, 32877, 32878, 32879, 32880, 32881, 32882,
32883, 32884, 32885, 32886, 32887, 32888, 32889, 32890, 32891,
32892, 32893, 32894, 32895, 32896, 32897, 32898, 32899],
dtype='int64')),
('2017-02-12 05:00:00',
Int64Index([32900, 32901, 32902, 32903, 32904, 32905, 32906, 32907, 32908,
32909, 32910, 32911, 32912, 32913, 32914, 32915, 32916, 32917,
32918, 32919, 32920, 32921, 32922, 32923, 32924, 32925, 32926,
32927, 32928, 32929, 32930, 32931, 32932, 32933, 32934],
dtype='int64')),
('2017-02-12 06:00:00',
Int64Index([32935, 32936, 32937, 32938, 32939, 32940, 32941, 32942, 32943,
32944, 32945, 32946, 32947, 32948, 32949, 32950, 32951, 32952,
32953, 32954, 32955, 32956, 32957, 32958, 32959, 32960, 32961,
32962, 32963, 32964, 32965, 32966, 32967, 32968, 32969],
dtype='int64')),
('2017-02-12 07:00:00',
Int64Index([32970, 32971, 32972, 32973, 32974, 32975, 32976, 32977, 32978,
32979, 32980, 32981, 32982, 32983, 32984, 32985, 32986, 32987,
32988, 32989, 32990, 32991, 32992, 32993, 32994, 32995, 32996,
32997, 32998, 32999, 33000, 33001, 33002, 33003, 33004],
dtype='int64')),
('2017-02-12 08:00:00',
Int64Index([33005, 33006, 33007, 33008, 33009, 33010, 33011, 33012, 33013,
33014, 33015, 33016, 33017, 33018, 33019, 33020, 33021, 33022,
33023, 33024, 33025, 33026, 33027, 33028, 33029, 33030, 33031,
33032, 33033, 33034, 33035, 33036, 33037, 33038, 33039],
dtype='int64')),
('2017-02-12 09:00:00',
Int64Index([33040, 33041, 33042, 33043, 33044, 33045, 33046, 33047, 33048,
33049, 33050, 33051, 33052, 33053, 33054, 33055, 33056, 33057,
33058, 33059, 33060, 33061, 33062, 33063, 33064, 33065, 33066,
33067, 33068, 33069, 33070, 33071, 33072, 33073, 33074],
dtype='int64')),
('2017-02-12 10:00:00',
Int64Index([33075, 33076, 33077, 33078, 33079, 33080, 33081, 33082, 33083,
33084, 33085, 33086, 33087, 33088, 33089, 33090, 33091, 33092,
33093, 33094, 33095, 33096, 33097, 33098, 33099, 33100, 33101,
33102, 33103, 33104, 33105, 33106, 33107, 33108, 33109],
dtype='int64')),
('2017-02-12 11:00:00',
Int64Index([33110, 33111, 33112, 33113, 33114, 33115, 33116, 33117, 33118,
33119, 33120, 33121, 33122, 33123, 33124, 33125, 33126, 33127,
33128, 33129, 33130, 33131, 33132, 33133, 33134, 33135, 33136,
33137, 33138, 33139, 33140, 33141, 33142, 33143, 33144],
dtype='int64')),
('2017-02-12 12:00:00',
Int64Index([33145, 33146, 33147, 33148, 33149, 33150, 33151, 33152, 33153,
33154, 33155, 33156, 33157, 33158, 33159, 33160, 33161, 33162,
33163, 33164, 33165, 33166, 33167, 33168, 33169, 33170, 33171,
33172, 33173, 33174, 33175, 33176, 33177, 33178, 33179],
dtype='int64')),
('2017-02-12 13:00:00',
Int64Index([33180, 33181, 33182, 33183, 33184, 33185, 33186, 33187, 33188,
33189, 33190, 33191, 33192, 33193, 33194, 33195, 33196, 33197,
33198, 33199, 33200, 33201, 33202, 33203, 33204, 33205, 33206,
33207, 33208, 33209, 33210, 33211, 33212, 33213, 33214],
dtype='int64')),
('2017-02-12 14:00:00',
Int64Index([33215, 33216, 33217, 33218, 33219, 33220, 33221, 33222, 33223,
33224, 33225, 33226, 33227, 33228, 33229, 33230, 33231, 33232,
33233, 33234, 33235, 33236, 33237, 33238, 33239, 33240, 33241,
33242, 33243, 33244, 33245, 33246, 33247, 33248, 33249],
dtype='int64')),
('2017-02-12 15:00:00',
Int64Index([33250, 33251, 33252, 33253, 33254, 33255, 33256, 33257, 33258,
33259, 33260, 33261, 33262, 33263, 33264, 33265, 33266, 33267,
33268, 33269, 33270, 33271, 33272, 33273, 33274, 33275, 33276,
33277, 33278, 33279, 33280, 33281, 33282, 33283, 33284],
dtype='int64')),
('2017-02-12 16:00:00',
Int64Index([33285, 33286, 33287, 33288, 33289, 33290, 33291, 33292, 33293,
33294, 33295, 33296, 33297, 33298, 33299, 33300, 33301, 33302,
33303, 33304, 33305, 33306, 33307, 33308, 33309, 33310, 33311,
33312, 33313, 33314, 33315, 33316, 33317, 33318, 33319],
dtype='int64')),
('2017-02-12 17:00:00',
Int64Index([33320, 33321, 33322, 33323, 33324, 33325, 33326, 33327, 33328,
33329, 33330, 33331, 33332, 33333, 33334, 33335, 33336, 33337,
33338, 33339, 33340, 33341, 33342, 33343, 33344, 33345, 33346,
33347, 33348, 33349, 33350, 33351, 33352, 33353, 33354],
dtype='int64')),
('2017-02-12 18:00:00',
Int64Index([33355, 33356, 33357, 33358, 33359, 33360, 33361, 33362, 33363,
33364, 33365, 33366, 33367, 33368, 33369, 33370, 33371, 33372,
33373, 33374, 33375, 33376, 33377, 33378, 33379, 33380, 33381,
33382, 33383, 33384, 33385, 33386, 33387, 33388, 33389],
dtype='int64')),
('2017-02-12 19:00:00',
Int64Index([33390, 33391, 33392, 33393, 33394, 33395, 33396, 33397, 33398,
33399, 33400, 33401, 33402, 33403, 33404, 33405, 33406, 33407,
33408, 33409, 33410, 33411, 33412, 33413, 33414, 33415, 33416,
33417, 33418, 33419, 33420, 33421, 33422, 33423, 33424],
dtype='int64')),
('2017-02-12 20:00:00',
Int64Index([33425, 33426, 33427, 33428, 33429, 33430, 33431, 33432, 33433,
33434, 33435, 33436, 33437, 33438, 33439, 33440, 33441, 33442,
33443, 33444, 33445, 33446, 33447, 33448, 33449, 33450, 33451,
33452, 33453, 33454, 33455, 33456, 33457, 33458, 33459],
dtype='int64')),
('2017-02-12 21:00:00',
Int64Index([33460, 33461, 33462, 33463, 33464, 33465, 33466, 33467, 33468,
33469, 33470, 33471, 33472, 33473, 33474, 33475, 33476, 33477,
33478, 33479, 33480, 33481, 33482, 33483, 33484, 33485, 33486,
33487, 33488, 33489, 33490, 33491, 33492, 33493, 33494],
dtype='int64')),
('2017-02-12 22:00:00',
Int64Index([33495, 33496, 33497, 33498, 33499, 33500, 33501, 33502, 33503,
33504, 33505, 33506, 33507, 33508, 33509, 33510, 33511, 33512,
33513, 33514, 33515, 33516, 33517, 33518, 33519, 33520, 33521,
33522, 33523, 33524, 33525, 33526, 33527, 33528, 33529],
dtype='int64')),
('2017-02-12 23:00:00',
Int64Index([33530, 33531, 33532, 33533, 33534, 33535, 33536, 33537, 33538,
33539, 33540, 33541, 33542, 33543, 33544, 33545, 33546, 33547,
33548, 33549, 33550, 33551, 33552, 33553, 33554, 33555, 33556,
33557, 33558, 33559, 33560, 33561, 33562, 33563, 33564],
dtype='int64')),
('2017-02-13 00:00:00',
Int64Index([33565, 33566, 33567, 33568, 33569, 33570, 33571, 33572, 33573,
33574, 33575, 33576, 33577, 33578, 33579, 33580, 33581, 33582,
33583, 33584, 33585, 33586, 33587, 33588, 33589, 33590, 33591,
33592, 33593, 33594, 33595, 33596, 33597, 33598, 33599],
dtype='int64')),
('2017-02-13 01:00:00',
Int64Index([33600, 33601, 33602, 33603, 33604, 33605, 33606, 33607, 33608,
33609, 33610, 33611, 33612, 33613, 33614, 33615, 33616, 33617,
33618, 33619, 33620, 33621, 33622, 33623, 33624, 33625, 33626,
33627, 33628, 33629, 33630, 33631, 33632, 33633, 33634],
dtype='int64')),
('2017-02-13 02:00:00',
Int64Index([33635, 33636, 33637, 33638, 33639, 33640, 33641, 33642, 33643,
33644, 33645, 33646, 33647, 33648, 33649, 33650, 33651, 33652,
33653, 33654, 33655, 33656, 33657, 33658, 33659, 33660, 33661,
33662, 33663, 33664, 33665, 33666, 33667, 33668, 33669],
dtype='int64')),
('2017-02-13 03:00:00',
Int64Index([33670, 33671, 33672, 33673, 33674, 33675, 33676, 33677, 33678,
33679, 33680, 33681, 33682, 33683, 33684, 33685, 33686, 33687,
33688, 33689, 33690, 33691, 33692, 33693, 33694, 33695, 33696,
33697, 33698, 33699, 33700, 33701, 33702, 33703, 33704],
dtype='int64')),
('2017-02-13 04:00:00',
Int64Index([33705, 33706, 33707, 33708, 33709, 33710, 33711, 33712, 33713,
33714, 33715, 33716, 33717, 33718, 33719, 33720, 33721, 33722,
33723, 33724, 33725, 33726, 33727, 33728, 33729, 33730, 33731,
33732, 33733, 33734, 33735, 33736, 33737, 33738, 33739],
dtype='int64')),
('2017-02-13 05:00:00',
Int64Index([33740, 33741, 33742, 33743, 33744, 33745, 33746, 33747, 33748,
33749, 33750, 33751, 33752, 33753, 33754, 33755, 33756, 33757,
33758, 33759, 33760, 33761, 33762, 33763, 33764, 33765, 33766,
33767, 33768, 33769, 33770, 33771, 33772, 33773, 33774],
dtype='int64')),
('2017-02-13 06:00:00',
Int64Index([33775, 33776, 33777, 33778, 33779, 33780, 33781, 33782, 33783,
33784, 33785, 33786, 33787, 33788, 33789, 33790, 33791, 33792,
33793, 33794, 33795, 33796, 33797, 33798, 33799, 33800, 33801,
33802, 33803, 33804, 33805, 33806, 33807, 33808, 33809],
dtype='int64')),
('2017-02-13 07:00:00',
Int64Index([33810, 33811, 33812, 33813, 33814, 33815, 33816, 33817, 33818,
33819, 33820, 33821, 33822, 33823, 33824, 33825, 33826, 33827,
33828, 33829, 33830, 33831, 33832, 33833, 33834, 33835, 33836,
33837, 33838, 33839, 33840, 33841, 33842, 33843, 33844],
dtype='int64')),
('2017-02-13 08:00:00',
Int64Index([33845, 33846, 33847, 33848, 33849, 33850, 33851, 33852, 33853,
33854, 33855, 33856, 33857, 33858, 33859, 33860, 33861, 33862,
33863, 33864, 33865, 33866, 33867, 33868, 33869, 33870, 33871,
33872, 33873, 33874, 33875, 33876, 33877, 33878, 33879],
dtype='int64')),
('2017-02-13 09:00:00',
Int64Index([33880, 33881, 33882, 33883, 33884, 33885, 33886, 33887, 33888,
33889, 33890, 33891, 33892, 33893, 33894, 33895, 33896, 33897,
33898, 33899, 33900, 33901, 33902, 33903, 33904, 33905, 33906,
33907, 33908, 33909, 33910, 33911, 33912, 33913, 33914],
dtype='int64')),
('2017-02-13 10:00:00',
Int64Index([33915, 33916, 33917, 33918, 33919, 33920, 33921, 33922, 33923,
33924, 33925, 33926, 33927, 33928, 33929, 33930, 33931, 33932,
33933, 33934, 33935, 33936, 33937, 33938, 33939, 33940, 33941,
33942, 33943, 33944, 33945, 33946, 33947, 33948, 33949],
dtype='int64')),
('2017-02-13 11:00:00',
Int64Index([33950, 33951, 33952, 33953, 33954, 33955, 33956, 33957, 33958,
33959, 33960, 33961, 33962, 33963, 33964, 33965, 33966, 33967,
33968, 33969, 33970, 33971, 33972, 33973, 33974, 33975, 33976,
33977, 33978, 33979, 33980, 33981, 33982, 33983, 33984],
dtype='int64')),
('2017-02-13 12:00:00',
Int64Index([33985, 33986, 33987, 33988, 33989, 33990, 33991, 33992, 33993,
33994, 33995, 33996, 33997, 33998, 33999, 34000, 34001, 34002,
34003, 34004, 34005, 34006, 34007, 34008, 34009, 34010, 34011,
34012, 34013, 34014, 34015, 34016, 34017, 34018, 34019],
dtype='int64')),
('2017-02-13 13:00:00',
Int64Index([34020, 34021, 34022, 34023, 34024, 34025, 34026, 34027, 34028,
34029, 34030, 34031, 34032, 34033, 34034, 34035, 34036, 34037,
34038, 34039, 34040, 34041, 34042, 34043, 34044, 34045, 34046,
34047, 34048, 34049, 34050, 34051, 34052, 34053, 34054],
dtype='int64')),
('2017-02-13 14:00:00',
Int64Index([34055, 34056, 34057, 34058, 34059, 34060, 34061, 34062, 34063,
34064, 34065, 34066, 34067, 34068, 34069, 34070, 34071, 34072,
34073, 34074, 34075, 34076, 34077, 34078, 34079, 34080, 34081,
34082, 34083, 34084, 34085, 34086, 34087, 34088, 34089],
dtype='int64')),
('2017-02-13 15:00:00',
Int64Index([34090, 34091, 34092, 34093, 34094, 34095, 34096, 34097, 34098,
34099, 34100, 34101, 34102, 34103, 34104, 34105, 34106, 34107,
34108, 34109, 34110, 34111, 34112, 34113, 34114, 34115, 34116,
34117, 34118, 34119, 34120, 34121, 34122, 34123, 34124],
dtype='int64')),
('2017-02-13 16:00:00',
Int64Index([34125, 34126, 34127, 34128, 34129, 34130, 34131, 34132, 34133,
34134, 34135, 34136, 34137, 34138, 34139, 34140, 34141, 34142,
34143, 34144, 34145, 34146, 34147, 34148, 34149, 34150, 34151,
34152, 34153, 34154, 34155, 34156, 34157, 34158, 34159],
dtype='int64')),
('2017-02-13 17:00:00',
Int64Index([34160, 34161, 34162, 34163, 34164, 34165, 34166, 34167, 34168,
34169, 34170, 34171, 34172, 34173, 34174, 34175, 34176, 34177,
34178, 34179, 34180, 34181, 34182, 34183, 34184, 34185, 34186,
34187, 34188, 34189, 34190, 34191, 34192, 34193, 34194],
dtype='int64')),
('2017-02-13 18:00:00',
Int64Index([34195, 34196, 34197, 34198, 34199, 34200, 34201, 34202, 34203,
34204, 34205, 34206, 34207, 34208, 34209, 34210, 34211, 34212,
34213, 34214, 34215, 34216, 34217, 34218, 34219, 34220, 34221,
34222, 34223, 34224, 34225, 34226, 34227, 34228, 34229],
dtype='int64')),
('2017-02-13 19:00:00',
Int64Index([34230, 34231, 34232, 34233, 34234, 34235, 34236, 34237, 34238,
34239, 34240, 34241, 34242, 34243, 34244, 34245, 34246, 34247,
34248, 34249, 34250, 34251, 34252, 34253, 34254, 34255, 34256,
34257, 34258, 34259, 34260, 34261, 34262, 34263, 34264],
dtype='int64')),
('2017-02-13 20:00:00',
Int64Index([34265, 34266, 34267, 34268, 34269, 34270, 34271, 34272, 34273,
34274, 34275, 34276, 34277, 34278, 34279, 34280, 34281, 34282,
34283, 34284, 34285, 34286, 34287, 34288, 34289, 34290, 34291,
34292, 34293, 34294, 34295, 34296, 34297, 34298, 34299],
dtype='int64')),
('2017-02-13 21:00:00',
Int64Index([34300, 34301, 34302, 34303, 34304, 34305, 34306, 34307, 34308,
34309, 34310, 34311, 34312, 34313, 34314, 34315, 34316, 34317,
34318, 34319, 34320, 34321, 34322, 34323, 34324, 34325, 34326,
34327, 34328, 34329, 34330, 34331, 34332, 34333, 34334],
dtype='int64')),
('2017-02-13 22:00:00',
Int64Index([34335, 34336, 34337, 34338, 34339, 34340, 34341, 34342, 34343,
34344, 34345, 34346, 34347, 34348, 34349, 34350, 34351, 34352,
34353, 34354, 34355, 34356, 34357, 34358, 34359, 34360, 34361,
34362, 34363, 34364, 34365, 34366, 34367, 34368, 34369],
dtype='int64')),
('2017-02-13 23:00:00',
Int64Index([34370, 34371, 34372, 34373, 34374, 34375, 34376, 34377, 34378,
34379, 34380, 34381, 34382, 34383, 34384, 34385, 34386, 34387,
34388, 34389, 34390, 34391, 34392, 34393, 34394, 34395, 34396,
34397, 34398, 34399, 34400, 34401, 34402, 34403, 34404],
dtype='int64')),
('2017-02-14 00:00:00',
Int64Index([34405, 34406, 34407, 34408, 34409, 34410, 34411, 34412, 34413,
34414, 34415, 34416, 34417, 34418, 34419, 34420, 34421, 34422,
34423, 34424, 34425, 34426, 34427, 34428, 34429, 34430, 34431,
34432, 34433, 34434, 34435, 34436, 34437, 34438, 34439],
dtype='int64')),
('2017-02-14 01:00:00',
Int64Index([34440, 34441, 34442, 34443, 34444, 34445, 34446, 34447, 34448,
34449, 34450, 34451, 34452, 34453, 34454, 34455, 34456, 34457,
34458, 34459, 34460, 34461, 34462, 34463, 34464, 34465, 34466,
34467, 34468, 34469, 34470, 34471, 34472, 34473, 34474],
dtype='int64')),
('2017-02-14 02:00:00',
Int64Index([34475, 34476, 34477, 34478, 34479, 34480, 34481, 34482, 34483,
34484, 34485, 34486, 34487, 34488, 34489, 34490, 34491, 34492,
34493, 34494, 34495, 34496, 34497, 34498, 34499, 34500, 34501,
34502, 34503, 34504, 34505, 34506, 34507, 34508, 34509],
dtype='int64')),
('2017-02-14 03:00:00',
Int64Index([34510, 34511, 34512, 34513, 34514, 34515, 34516, 34517, 34518,
34519, 34520, 34521, 34522, 34523, 34524, 34525, 34526, 34527,
34528, 34529, 34530, 34531, 34532, 34533, 34534, 34535, 34536,
34537, 34538, 34539, 34540, 34541, 34542, 34543, 34544],
dtype='int64')),
('2017-02-14 04:00:00',
Int64Index([34545, 34546, 34547, 34548, 34549, 34550, 34551, 34552, 34553,
34554, 34555, 34556, 34557, 34558, 34559, 34560, 34561, 34562,
34563, 34564, 34565, 34566, 34567, 34568, 34569, 34570, 34571,
34572, 34573, 34574, 34575, 34576, 34577, 34578, 34579],
dtype='int64')),
('2017-02-14 05:00:00',
Int64Index([34580, 34581, 34582, 34583, 34584, 34585, 34586, 34587, 34588,
34589, 34590, 34591, 34592, 34593, 34594, 34595, 34596, 34597,
34598, 34599, 34600, 34601, 34602, 34603, 34604, 34605, 34606,
34607, 34608, 34609, 34610, 34611, 34612, 34613, 34614],
dtype='int64')),
('2017-02-14 06:00:00',
Int64Index([34615, 34616, 34617, 34618, 34619, 34620, 34621, 34622, 34623,
34624, 34625, 34626, 34627, 34628, 34629, 34630, 34631, 34632,
34633, 34634, 34635, 34636, 34637, 34638, 34639, 34640, 34641,
34642, 34643, 34644, 34645, 34646, 34647, 34648, 34649],
dtype='int64')),
('2017-02-14 07:00:00',
Int64Index([34650, 34651, 34652, 34653, 34654, 34655, 34656, 34657, 34658,
34659, 34660, 34661, 34662, 34663, 34664, 34665, 34666, 34667,
34668, 34669, 34670, 34671, 34672, 34673, 34674, 34675, 34676,
34677, 34678, 34679, 34680, 34681, 34682, 34683, 34684],
dtype='int64')),
('2017-02-14 08:00:00',
Int64Index([34685, 34686, 34687, 34688, 34689, 34690, 34691, 34692, 34693,
34694, 34695, 34696, 34697, 34698, 34699, 34700, 34701, 34702,
34703, 34704, 34705, 34706, 34707, 34708, 34709, 34710, 34711,
34712, 34713, 34714, 34715, 34716, 34717, 34718, 34719],
dtype='int64')),
('2017-02-14 09:00:00',
Int64Index([34720, 34721, 34722, 34723, 34724, 34725, 34726, 34727, 34728,
34729, 34730, 34731, 34732, 34733, 34734, 34735, 34736, 34737,
34738, 34739, 34740, 34741, 34742, 34743, 34744, 34745, 34746,
34747, 34748, 34749, 34750, 34751, 34752, 34753, 34754],
dtype='int64')),
('2017-02-14 10:00:00',
Int64Index([34755, 34756, 34757, 34758, 34759, 34760, 34761, 34762, 34763,
34764, 34765, 34766, 34767, 34768, 34769, 34770, 34771, 34772,
34773, 34774, 34775, 34776, 34777, 34778, 34779, 34780, 34781,
34782, 34783, 34784, 34785, 34786, 34787, 34788, 34789],
dtype='int64')),
('2017-02-14 11:00:00',
Int64Index([34790, 34791, 34792, 34793, 34794, 34795, 34796, 34797, 34798,
34799, 34800, 34801, 34802, 34803, 34804, 34805, 34806, 34807,
34808, 34809, 34810, 34811, 34812, 34813, 34814, 34815, 34816,
34817, 34818, 34819, 34820, 34821, 34822, 34823, 34824],
dtype='int64')),
('2017-02-14 12:00:00',
Int64Index([34825, 34826, 34827, 34828, 34829, 34830, 34831, 34832, 34833,
34834, 34835, 34836, 34837, 34838, 34839, 34840, 34841, 34842,
34843, 34844, 34845, 34846, 34847, 34848, 34849, 34850, 34851,
34852, 34853, 34854, 34855, 34856, 34857, 34858, 34859],
dtype='int64')),
('2017-02-14 13:00:00',
Int64Index([34860, 34861, 34862, 34863, 34864, 34865, 34866, 34867, 34868,
34869, 34870, 34871, 34872, 34873, 34874, 34875, 34876, 34877,
34878, 34879, 34880, 34881, 34882, 34883, 34884, 34885, 34886,
34887, 34888, 34889, 34890, 34891, 34892, 34893, 34894],
dtype='int64')),
('2017-02-14 14:00:00',
Int64Index([34895, 34896, 34897, 34898, 34899, 34900, 34901, 34902, 34903,
34904, 34905, 34906, 34907, 34908, 34909, 34910, 34911, 34912,
34913, 34914, 34915, 34916, 34917, 34918, 34919, 34920, 34921,
34922, 34923, 34924, 34925, 34926, 34927, 34928, 34929],
dtype='int64')),
('2017-02-14 15:00:00',
Int64Index([34930, 34931, 34932, 34933, 34934, 34935, 34936, 34937, 34938,
34939, 34940, 34941, 34942, 34943, 34944, 34945, 34946, 34947,
34948, 34949, 34950, 34951, 34952, 34953, 34954, 34955, 34956,
34957, 34958, 34959, 34960, 34961, 34962, 34963, 34964],
dtype='int64')),
('2017-02-14 16:00:00',
Int64Index([34965, 34966, 34967, 34968, 34969, 34970, 34971, 34972, 34973,
34974, 34975, 34976, 34977, 34978, 34979, 34980, 34981, 34982,
34983, 34984, 34985, 34986, 34987, 34988, 34989, 34990, 34991,
34992, 34993, 34994, 34995, 34996, 34997, 34998, 34999],
dtype='int64')),
...])
In [61]:
beji_aqi_summary.isnull().sum()/len(beji_aqi_summary)
Out[61]:
stationId 0.000000 utc_time 0.000000 PM2.5 0.065086 PM10 0.266834 NO2 0.060261 CO 0.128025 O3 0.065844 SO2 0.060106 dtype: float64
In [62]:
beji_aqi_summary.groupby(['stationId']).groups
Out[62]:
{'aotizhongxin_aq': Int64Index([ 7, 48, 96, 128, 167, 200, 219, 260,
314, 329,
...
360089, 360121, 360151, 360207, 360246, 360279, 360293, 360326,
360393, 360417],
dtype='int64', length=10298),
'badaling_aq': Int64Index([ 14, 68, 93, 117, 166, 179, 243, 252,
292, 320,
...
360099, 360128, 360180, 360191, 360221, 360287, 360323, 360334,
360378, 360396],
dtype='int64', length=10298),
'beibuxinqu_aq': Int64Index([ 10, 43, 94, 125, 149, 205, 216, 257,
301, 338,
...
360093, 360142, 360159, 360219, 360229, 360283, 360314, 360348,
360390, 360410],
dtype='int64', length=10298),
'daxing_aq': Int64Index([ 30, 57, 76, 138, 169, 195, 229, 248,
294, 322,
...
360096, 360127, 360153, 360195, 360235, 360273, 360306, 360332,
360387, 360421],
dtype='int64', length=10298),
'dingling_aq': Int64Index([ 29, 51, 84, 133, 155, 206, 222, 279,
299, 331,
...
360082, 360148, 360152, 360218, 360242, 360282, 360309, 360336,
360392, 360414],
dtype='int64', length=10298),
'donggaocun_aq': Int64Index([ 9, 69, 101, 110, 161, 208, 225, 273,
304, 323,
...
360084, 360143, 360170, 360208, 360236, 360260, 360318, 360341,
360369, 360423],
dtype='int64', length=10298),
'dongsi_aq': Int64Index([ 28, 58, 78, 132, 143, 203, 237, 246,
308, 333,
...
360108, 360140, 360172, 360185, 360241, 360269, 360310, 360351,
360373, 360401],
dtype='int64', length=10298),
'dongsihuan_aq': Int64Index([ 19, 44, 83, 109, 168, 187, 224, 268,
289, 343,
...
360102, 360130, 360175, 360190, 360252, 360261, 360302, 360356,
360364, 360400],
dtype='int64', length=10298),
'fangshan_aq': Int64Index([ 32, 36, 71, 131, 162, 201, 220, 254,
309, 348,
...
360104, 360134, 360156, 360217, 360222, 360286, 360315, 360329,
360368, 360422],
dtype='int64', length=10298),
'fengtaihuayuan_aq': Int64Index([ 3, 63, 102, 139, 157, 189, 238, 259,
290, 344,
...
360098, 360146, 360169, 360206, 360220, 360289, 360294, 360345,
360385, 360424],
dtype='int64', length=10298),
'guanyuan_aq': Int64Index([ 22, 67, 82, 134, 173, 197, 234, 245,
281, 349,
...
360088, 360144, 360155, 360199, 360234, 360288, 360313, 360338,
360377, 360429],
dtype='int64', length=10298),
'gucheng_aq': Int64Index([ 4, 46, 86, 111, 154, 188, 242, 267,
284, 340,
...
360092, 360125, 360181, 360197, 360253, 360268, 360297, 360357,
360367, 360405],
dtype='int64', length=10298),
'huairou_aq': Int64Index([ 18, 38, 87, 130, 163, 192, 221, 261,
302, 332,
...
360113, 360132, 360171, 360194, 360249, 360255, 360292, 360354,
360372, 360402],
dtype='int64', length=10298),
'liulihe_aq': Int64Index([ 12, 64, 89, 112, 165, 196, 227, 277,
285, 316,
...
360112, 360141, 360176, 360205, 360240, 360266, 360308, 360343,
360371, 360425],
dtype='int64', length=10298),
'mentougou_aq': Int64Index([ 16, 37, 91, 122, 148, 176, 213, 251,
298, 330,
...
360105, 360138, 360173, 360204, 360233, 360256, 360305, 360340,
360365, 360415],
dtype='int64', length=10298),
'miyun_aq': Int64Index([ 8, 42, 99, 127, 152, 191, 241, 263,
306, 335,
...
360103, 360122, 360179, 360201, 360247, 360275, 360301, 360335,
360362, 360413],
dtype='int64', length=10298),
'miyunshuiku_aq': Int64Index([ 34, 60, 70, 106, 159, 202, 233, 270,
307, 321,
...
360091, 360120, 360183, 360215, 360232, 360280, 360291, 360337,
360394, 360416],
dtype='int64', length=10298),
'nansanhuan_aq': Int64Index([ 27, 49, 85, 135, 156, 181, 217, 274,
310, 336,
...
360110, 360136, 360157, 360192, 360248, 360278, 360298, 360339,
360388, 360419],
dtype='int64', length=10298),
'nongzhanguan_aq': Int64Index([ 33, 47, 75, 113, 170, 182, 223, 269,
287, 317,
...
360100, 360129, 360154, 360198, 360225, 360277, 360299, 360342,
360384, 360426],
dtype='int64', length=10298),
'pingchang_aq': Int64Index([ 2, 40, 92, 108, 150, 177, 232, 275,
296, 326,
...
360083, 360116, 360177, 360202, 360224, 360258, 360307, 360358,
360381, 360399],
dtype='int64', length=10298),
'pinggu_aq': Int64Index([ 31, 65, 72, 105, 140, 194, 230, 265,
280, 345,
...
360081, 360147, 360164, 360214, 360230, 360264, 360322, 360353,
360386, 360403],
dtype='int64', length=10298),
'qianmen_aq': Int64Index([ 26, 41, 79, 137, 145, 209, 235, 266,
286, 315,
...
360107, 360139, 360163, 360186, 360223, 360263, 360300, 360355,
360391, 360397],
dtype='int64', length=10298),
'shunyi_aq': Int64Index([ 17, 66, 74, 119, 146, 180, 228, 249,
293, 341,
...
360114, 360133, 360162, 360200, 360250, 360276, 360304, 360330,
360361, 360408],
dtype='int64', length=10298),
'tiantan_aq': Int64Index([ 5, 50, 95, 107, 151, 183, 239, 278,
288, 346,
...
360090, 360118, 360178, 360209, 360243, 360274, 360312, 360331,
360366, 360420],
dtype='int64', length=10298),
'tongzhou_aq': Int64Index([ 1, 53, 77, 123, 142, 207, 226, 247,
300, 318,
...
360085, 360149, 360168, 360211, 360237, 360262, 360317, 360328,
360375, 360428],
dtype='int64', length=10298),
'wanliu_aq': Int64Index([ 21, 54, 73, 124, 141, 199, 244, 250,
303, 319,
...
360106, 360135, 360167, 360188, 360254, 360270, 360319, 360325,
360360, 360404],
dtype='int64', length=10298),
'wanshouxigong_aq': Int64Index([ 20, 45, 103, 114, 153, 193, 211, 276,
312, 324,
...
360080, 360124, 360161, 360210, 360227, 360265, 360320, 360327,
360380, 360395],
dtype='int64', length=10298),
'xizhimenbei_aq': Int64Index([ 15, 62, 90, 118, 172, 186, 214, 253,
305, 334,
...
360111, 360115, 360182, 360213, 360228, 360281, 360290, 360347,
360382, 360409],
dtype='int64', length=10298),
'yanqin_aq': Int64Index([ 6, 59, 100, 120, 144, 175, 231, 255,
295, 337,
...
360087, 360117, 360160, 360216, 360239, 360285, 360316, 360349,
360379, 360412],
dtype='int64', length=10298),
'yizhuang_aq': Int64Index([ 0, 56, 97, 116, 174, 204, 212, 262,
313, 327,
...
360086, 360145, 360166, 360212, 360238, 360272, 360324, 360333,
360374, 360427],
dtype='int64', length=10298),
'yongdingmennei_aq': Int64Index([ 23, 35, 104, 121, 171, 190, 215, 271,
297, 328,
...
360094, 360131, 360174, 360187, 360245, 360267, 360311, 360344,
360370, 360418],
dtype='int64', length=10298),
'yongledian_aq': Int64Index([ 24, 39, 80, 136, 160, 185, 210, 264,
282, 339,
...
360095, 360126, 360184, 360189, 360251, 360259, 360303, 360350,
360363, 360398],
dtype='int64', length=10298),
'yufa_aq': Int64Index([ 11, 55, 98, 126, 164, 184, 240, 258,
283, 347,
...
360101, 360119, 360150, 360203, 360231, 360284, 360321, 360346,
360383, 360411],
dtype='int64', length=10298),
'yungang_aq': Int64Index([ 13, 52, 88, 115, 147, 178, 218, 256,
311, 325,
...
360109, 360137, 360165, 360193, 360226, 360271, 360295, 360359,
360389, 360406],
dtype='int64', length=10298),
'zhiwuyuan_aq': Int64Index([ 25, 61, 81, 129, 158, 198, 236, 272,
291, 342,
...
360097, 360123, 360158, 360196, 360244, 360257, 360296, 360352,
360376, 360407],
dtype='int64', length=10298)}
In [63]:
import gc
gc.collect()
for key in beji_aqi_summary.groupby(['stationId']).groups:
plt.clf()
plt.figure(figsize=(20,10))
plt.title(key,fontsize=18)
temp_data=beji_aqi_summary.iloc[beji_aqi_summary.groupby(['stationId']).groups[key]]
plt.plot(temp_data['PM2.5'])
#plt.xtickets(temp_data['utc_time'], fontsize=15)
plt.show()
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In [64]:
#missing values ratio
beijin_missing_pm25=[]
for key in beji_aqi_summary.groupby(['stationId']).groups:
temp_data=beji_aqi_summary.iloc[beji_aqi_summary.groupby(['stationId']).groups[key]]
ratio=float(temp_data['PM2.5'].isnull().sum()/len(temp_data))
if ratio > 0.15:
print(key)
beijin_missing_pm25.append(key)
liulihe_aq dongsihuan_aq zhiwuyuan_aq nansanhuan_aq
In [65]:
temp=beijingAqCsv_sta.loc[beijingAqCsv_sta['Pollutant Species']==list(air_station_beij.groups.keys())[0]].iloc[:,1:].values[0]
temp=temp.astype(float).tolist()
temp=temp[::-1]
map_beijin_1 = folium.Map(location=temp, zoom_start=9,tiles='Stamen Terrain')
for key in location_beijin:
if key in beijin_missing_pm25:
folium.Marker(location=location_beijin[key],
popup='Missing value ratio > 0.15 Location',
icon=folium.Icon(color='red',icon='info-sign')).add_to(map_beijin_1)
else:
folium.Marker(location=location_beijin[key]).add_to(map_beijin_1)
map_beijin_1
Out[65]:
Add grid¶
In [66]:
beijing_grid_sta=pd.read_csv(path+"Beijing_historical_meo_grid.csv")
In [67]:
beijing_grid_sta.columns
Out[67]:
Index(['stationName', 'longitude', 'latitude', 'utc_time', 'temperature',
'pressure', 'humidity', 'wind_direction', 'wind_speed/kph'],
dtype='object')
In [68]:
beijing_grid_sta.iloc[beijing_grid_sta.groupby(['stationName']).groups['beijing_grid_648'][0],1:3].values
Out[68]:
array([118.0, 40.8], dtype=object)
In [69]:
beijing_grid_sta
Out[69]:
| stationName | longitude | latitude | utc_time | temperature | pressure | humidity | wind_direction | wind_speed/kph | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | beijing_grid_000 | 115.0 | 39.0 | 2017-01-01 00:00:00 | -5.47 | 984.73 | 76.60 | 53.71 | 3.53 |
| 1 | beijing_grid_001 | 115.0 | 39.1 | 2017-01-01 00:00:00 | -5.53 | 979.33 | 75.40 | 43.59 | 3.11 |
| 2 | beijing_grid_002 | 115.0 | 39.2 | 2017-01-01 00:00:00 | -5.70 | 963.14 | 71.80 | 0.97 | 2.75 |
| 3 | beijing_grid_003 | 115.0 | 39.3 | 2017-01-01 00:00:00 | -5.88 | 946.94 | 68.20 | 327.65 | 3.84 |
| 4 | beijing_grid_004 | 115.0 | 39.4 | 2017-01-01 00:00:00 | -5.34 | 928.80 | 58.81 | 317.85 | 6.14 |
| 5 | beijing_grid_005 | 115.0 | 39.5 | 2017-01-01 00:00:00 | -4.81 | 910.66 | 49.43 | 313.46 | 8.52 |
| 6 | beijing_grid_006 | 115.0 | 39.6 | 2017-01-01 00:00:00 | -4.98 | 889.48 | 45.64 | 309.89 | 10.05 |
| 7 | beijing_grid_007 | 115.0 | 39.7 | 2017-01-01 00:00:00 | -5.49 | 866.77 | 44.66 | 306.63 | 11.16 |
| 8 | beijing_grid_008 | 115.0 | 39.8 | 2017-01-01 00:00:00 | -6.17 | 853.42 | 46.57 | 299.83 | 11.28 |
| 9 | beijing_grid_009 | 115.0 | 39.9 | 2017-01-01 00:00:00 | -7.17 | 858.79 | 54.29 | 281.74 | 9.98 |
| 10 | beijing_grid_010 | 115.0 | 40.0 | 2017-01-01 00:00:00 | -8.17 | 864.16 | 62.00 | 260.98 | 9.88 |
| 11 | beijing_grid_011 | 115.0 | 40.1 | 2017-01-01 00:00:00 | -6.76 | 876.30 | 57.20 | 247.27 | 11.31 |
| 12 | beijing_grid_012 | 115.0 | 40.2 | 2017-01-01 00:00:00 | -5.36 | 888.44 | 52.40 | 237.08 | 13.24 |
| 13 | beijing_grid_013 | 115.0 | 40.3 | 2017-01-01 00:00:00 | -4.82 | 900.98 | 51.40 | 239.28 | 11.96 |
| 14 | beijing_grid_014 | 115.0 | 40.4 | 2017-01-01 00:00:00 | -4.71 | 913.71 | 52.30 | 250.54 | 9.22 |
| 15 | beijing_grid_015 | 115.0 | 40.5 | 2017-01-01 00:00:00 | -4.75 | 922.50 | 52.79 | 269.04 | 6.78 |
| 16 | beijing_grid_016 | 115.0 | 40.6 | 2017-01-01 00:00:00 | -5.08 | 923.38 | 52.44 | 302.43 | 5.00 |
| 17 | beijing_grid_017 | 115.0 | 40.7 | 2017-01-01 00:00:00 | -5.41 | 924.27 | 52.10 | 343.16 | 5.72 |
| 18 | beijing_grid_018 | 115.0 | 40.8 | 2017-01-01 00:00:00 | -6.45 | 905.98 | 52.74 | 324.80 | 5.15 |
| 19 | beijing_grid_019 | 115.0 | 40.9 | 2017-01-01 00:00:00 | -7.48 | 887.69 | 53.39 | 304.51 | 5.19 |
| 20 | beijing_grid_020 | 115.0 | 41.0 | 2017-01-01 00:00:00 | -7.83 | 881.60 | 53.60 | 298.12 | 5.35 |
| 21 | beijing_grid_021 | 115.1 | 39.0 | 2017-01-01 00:00:00 | -5.45 | 987.94 | 77.35 | 58.56 | 3.64 |
| 22 | beijing_grid_022 | 115.1 | 39.1 | 2017-01-01 00:00:00 | -5.51 | 983.02 | 76.21 | 50.52 | 3.17 |
| 23 | beijing_grid_023 | 115.1 | 39.2 | 2017-01-01 00:00:00 | -5.71 | 968.24 | 72.78 | 11.10 | 2.40 |
| 24 | beijing_grid_024 | 115.1 | 39.3 | 2017-01-01 00:00:00 | -5.90 | 953.47 | 69.36 | 330.71 | 3.10 |
| 25 | beijing_grid_025 | 115.1 | 39.4 | 2017-01-01 00:00:00 | -5.46 | 934.70 | 60.79 | 318.81 | 5.34 |
| 26 | beijing_grid_026 | 115.1 | 39.5 | 2017-01-01 00:00:00 | -5.01 | 915.94 | 52.22 | 314.02 | 7.67 |
| 27 | beijing_grid_027 | 115.1 | 39.6 | 2017-01-01 00:00:00 | -5.04 | 896.41 | 47.78 | 310.47 | 9.33 |
| 28 | beijing_grid_028 | 115.1 | 39.7 | 2017-01-01 00:00:00 | -5.32 | 876.51 | 45.40 | 307.44 | 10.68 |
| 29 | beijing_grid_029 | 115.1 | 39.8 | 2017-01-01 00:00:00 | -5.86 | 863.21 | 46.22 | 300.78 | 11.01 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 7034676 | beijing_grid_621 | 117.9 | 40.2 | 2018-03-27 05:00:00 | 22.69 | 985.53 | 31.77 | 201.38 | 14.97 |
| 7034677 | beijing_grid_622 | 117.9 | 40.3 | 2018-03-27 05:00:00 | 21.88 | 970.68 | 31.89 | 199.32 | 14.71 |
| 7034678 | beijing_grid_623 | 117.9 | 40.4 | 2018-03-27 05:00:00 | 21.03 | 950.44 | 31.57 | 197.29 | 14.03 |
| 7034679 | beijing_grid_624 | 117.9 | 40.5 | 2018-03-27 05:00:00 | 20.76 | 938.21 | 30.39 | 196.51 | 13.90 |
| 7034680 | beijing_grid_625 | 117.9 | 40.6 | 2018-03-27 05:00:00 | 21.66 | 942.01 | 27.50 | 198.39 | 14.87 |
| 7034681 | beijing_grid_626 | 117.9 | 40.7 | 2018-03-27 05:00:00 | 22.55 | 945.81 | 24.61 | 200.04 | 15.85 |
| 7034682 | beijing_grid_627 | 117.9 | 40.8 | 2018-03-27 05:00:00 | 22.66 | 944.54 | 23.21 | 208.02 | 17.13 |
| 7034683 | beijing_grid_628 | 117.9 | 40.9 | 2018-03-27 05:00:00 | 22.78 | 943.28 | 21.82 | 214.79 | 18.69 |
| 7034684 | beijing_grid_629 | 117.9 | 41.0 | 2018-03-27 05:00:00 | 22.82 | 942.85 | 21.35 | 216.79 | 19.27 |
| 7034685 | beijing_grid_630 | 118.0 | 39.0 | 2018-03-27 05:00:00 | 12.92 | 1006.22 | 64.88 | 186.68 | 21.87 |
| 7034686 | beijing_grid_631 | 118.0 | 39.1 | 2018-03-27 05:00:00 | 13.83 | 1006.12 | 62.22 | 187.76 | 21.84 |
| 7034687 | beijing_grid_632 | 118.0 | 39.2 | 2018-03-27 05:00:00 | 16.54 | 1005.80 | 54.24 | 190.98 | 21.82 |
| 7034688 | beijing_grid_633 | 118.0 | 39.3 | 2018-03-27 05:00:00 | 19.26 | 1005.48 | 46.25 | 194.20 | 21.87 |
| 7034689 | beijing_grid_634 | 118.0 | 39.4 | 2018-03-27 05:00:00 | 22.16 | 1005.15 | 38.41 | 198.41 | 21.41 |
| 7034690 | beijing_grid_635 | 118.0 | 39.5 | 2018-03-27 05:00:00 | 25.05 | 1004.83 | 30.56 | 202.79 | 21.08 |
| 7034691 | beijing_grid_636 | 118.0 | 39.6 | 2018-03-27 05:00:00 | 25.77 | 1004.40 | 27.31 | 204.97 | 20.04 |
| 7034692 | beijing_grid_637 | 118.0 | 39.7 | 2018-03-27 05:00:00 | 25.84 | 1003.93 | 26.35 | 206.15 | 18.61 |
| 7034693 | beijing_grid_638 | 118.0 | 39.8 | 2018-03-27 05:00:00 | 25.67 | 1002.11 | 26.35 | 206.98 | 17.12 |
| 7034694 | beijing_grid_639 | 118.0 | 39.9 | 2018-03-27 05:00:00 | 25.00 | 997.59 | 28.25 | 206.78 | 15.51 |
| 7034695 | beijing_grid_640 | 118.0 | 40.0 | 2018-03-27 05:00:00 | 24.06 | 993.07 | 30.15 | 206.53 | 13.89 |
| 7034696 | beijing_grid_641 | 118.0 | 40.1 | 2018-03-27 05:00:00 | 23.37 | 989.98 | 31.11 | 203.77 | 14.45 |
| 7034697 | beijing_grid_642 | 118.0 | 40.2 | 2018-03-27 05:00:00 | 22.68 | 986.90 | 32.06 | 201.23 | 15.03 |
| 7034698 | beijing_grid_643 | 118.0 | 40.3 | 2018-03-27 05:00:00 | 21.86 | 972.13 | 32.22 | 198.90 | 14.71 |
| 7034699 | beijing_grid_644 | 118.0 | 40.4 | 2018-03-27 05:00:00 | 20.98 | 951.51 | 31.98 | 196.40 | 13.95 |
| 7034700 | beijing_grid_645 | 118.0 | 40.5 | 2018-03-27 05:00:00 | 20.70 | 939.23 | 30.83 | 195.12 | 13.78 |
| 7034701 | beijing_grid_646 | 118.0 | 40.6 | 2018-03-27 05:00:00 | 21.64 | 943.63 | 27.87 | 196.62 | 14.79 |
| 7034702 | beijing_grid_647 | 118.0 | 40.7 | 2018-03-27 05:00:00 | 22.58 | 948.03 | 24.92 | 197.92 | 15.80 |
| 7034703 | beijing_grid_648 | 118.0 | 40.8 | 2018-03-27 05:00:00 | 22.64 | 945.85 | 23.57 | 206.12 | 16.94 |
| 7034704 | beijing_grid_649 | 118.0 | 40.9 | 2018-03-27 05:00:00 | 22.71 | 943.67 | 22.23 | 213.17 | 18.38 |
| 7034705 | beijing_grid_650 | 118.0 | 41.0 | 2018-03-27 05:00:00 | 22.73 | 942.95 | 21.78 | 215.27 | 18.91 |
7034706 rows × 9 columns
In [70]:
len(beijing_grid_sta.groupby(['utc_time']))
Out[70]:
10806
In [72]:
beiji_grid
Out[72]:
{}
In [73]:
from sklearn.cluster import MiniBatchKMeans
kmeans = MiniBatchKMeans(n_clusters=len(location_beijin), batch_size=1000).fit(beijing_grid_sta[['latitude','longitude']])
beijing_grid_sta.loc[:, 'label'] = kmeans.labels_
In [74]:
for label in kmeans.cluster_centers_:
folium.Marker(location=[label][0],popup='grid point',
icon=folium.Icon(color='green',icon='info-sign')).add_to(map_beijin_1)
map_beijin_1
Out[74]:
In [75]:
#wheather
len(beijing_grid_sta.groupby(['stationName']).groups)
Out[75]:
651
In [76]:
len(beijing_grid_sta)
Out[76]:
7034706
In [77]:
#feature testing
#from sklearn.linear_model import LinearRegression
#for keys in
#LinearRegression()
the overlap part of time slice¶
In [78]:
a = set(beji_aqi_summary.groupby(["utc_time"]).groups.keys())
b=set(beijing_grid_sta.groupby(["utc_time"]).groups.keys())
In [79]:
import matplotlib_venn as venn
common_time_list=list(set(a).intersection(b))
plt.title("Common time slice")
venn.venn2([a,b],
set_labels=("time slice in AQI station"," time slice in weather grid station"))
plt.show()
we need to ensure the time is continue or not
In [80]:
exclusive=(a ^ b)
beji_aqi_summary_copy=beji_aqi_summary.copy() #a
beijing_grid_sta_copy=beijing_grid_sta.copy() #b
first_time_1=1
first_time_2=1
contaniner_1=[]
contaniner_2=[]
for timeslice in exclusive:
if timeslice in a:
if first_time_1 is 1:
first_time_1=0
contaniner_1=list(beji_aqi_summary.groupby(["utc_time"]).groups[timeslice])
else:
contaniner_1=contaniner_1+list(beji_aqi_summary.groupby(["utc_time"]).groups[timeslice])
if timeslice in b:
if first_time_2 is 1:
first_time_2=0
contaniner_2=list(beijing_grid_sta.groupby(["utc_time"]).groups[timeslice])
else:
contaniner_2=contaniner_2+list(beijing_grid_sta.groupby(["utc_time"]).groups[timeslice])
contaniner_1.sort()
contaniner_2.sort()
In [81]:
beji_aqi_summary_copy.drop(beji_aqi_summary_copy.index[contaniner_1]).sort_values(by=['utc_time'])
Out[81]:
| stationId | utc_time | PM2.5 | PM10 | NO2 | CO | O3 | SO2 | |
|---|---|---|---|---|---|---|---|---|
| 0 | yizhuang_aq | 2017-01-01 14:00:00 | 278.0 | 362.0 | 117.0 | 5.7 | 6.0 | 2.0 |
| 20 | wanshouxigong_aq | 2017-01-01 14:00:00 | 416.0 | 474.0 | 140.0 | 0.6 | 7.0 | 5.0 |
| 21 | wanliu_aq | 2017-01-01 14:00:00 | 468.0 | 518.0 | 187.0 | 7.5 | 6.0 | 7.0 |
| 22 | guanyuan_aq | 2017-01-01 14:00:00 | 476.0 | 548.0 | 158.0 | 6.9 | 2.0 | 7.0 |
| 23 | yongdingmennei_aq | 2017-01-01 14:00:00 | 415.0 | NaN | 143.0 | 6.7 | 12.0 | 12.0 |
| 24 | yongledian_aq | 2017-01-01 14:00:00 | 329.0 | NaN | 130.0 | 5.5 | 6.0 | 12.0 |
| 26 | qianmen_aq | 2017-01-01 14:00:00 | 436.0 | NaN | 157.0 | 6.8 | 2.0 | 5.0 |
| 19 | dongsihuan_aq | 2017-01-01 14:00:00 | 390.0 | 394.0 | 99.0 | 6.8 | 4.0 | 11.0 |
| 27 | nansanhuan_aq | 2017-01-01 14:00:00 | 431.0 | 467.0 | 147.0 | 6.5 | 3.0 | 14.0 |
| 29 | dingling_aq | 2017-01-01 14:00:00 | 339.0 | 372.0 | 137.0 | 5.9 | 6.0 | 18.0 |
| 30 | daxing_aq | 2017-01-01 14:00:00 | 352.0 | 488.0 | 125.0 | 5.8 | 5.0 | 8.0 |
| 31 | pinggu_aq | 2017-01-01 14:00:00 | 435.0 | NaN | 130.0 | 0.7 | 8.0 | 11.0 |
| 32 | fangshan_aq | 2017-01-01 14:00:00 | 399.0 | 472.0 | 136.0 | 6.3 | 4.0 | 10.0 |
| 33 | nongzhanguan_aq | 2017-01-01 14:00:00 | 398.0 | 469.0 | 124.0 | 6.4 | 9.0 | 7.0 |
| 34 | miyunshuiku_aq | 2017-01-01 14:00:00 | 380.0 | NaN | 76.0 | 5.7 | 2.0 | 5.0 |
| 28 | dongsi_aq | 2017-01-01 14:00:00 | 469.0 | 594.0 | 136.0 | 8.9 | 2.0 | 7.0 |
| 18 | huairou_aq | 2017-01-01 14:00:00 | 496.0 | 675.0 | 137.0 | 0.7 | 2.0 | 4.0 |
| 25 | zhiwuyuan_aq | 2017-01-01 14:00:00 | 458.0 | 490.0 | 157.0 | 8.1 | 8.0 | 5.0 |
| 16 | mentougou_aq | 2017-01-01 14:00:00 | 564.0 | 679.0 | 173.0 | 8.3 | 10.0 | 19.0 |
| 17 | shunyi_aq | 2017-01-01 14:00:00 | 386.0 | 477.0 | 116.0 | 6.3 | 4.0 | 8.0 |
| 2 | pingchang_aq | 2017-01-01 14:00:00 | 495.0 | 588.0 | 152.0 | 7.6 | 5.0 | 5.0 |
| 3 | fengtaihuayuan_aq | 2017-01-01 14:00:00 | 391.0 | 496.0 | 134.0 | 6.5 | 6.0 | 5.0 |
| 4 | gucheng_aq | 2017-01-01 14:00:00 | 500.0 | 612.0 | 161.0 | 7.7 | 3.0 | 11.0 |
| 5 | tiantan_aq | 2017-01-01 14:00:00 | 357.0 | 449.0 | 116.0 | 6.2 | 2.0 | 4.0 |
| 6 | yanqin_aq | 2017-01-01 14:00:00 | 206.0 | 227.0 | 84.0 | 4.4 | 43.0 | 45.0 |
| 7 | aotizhongxin_aq | 2017-01-01 14:00:00 | 453.0 | 467.0 | 156.0 | 7.2 | 3.0 | 9.0 |
| 8 | miyun_aq | 2017-01-01 14:00:00 | 465.0 | 607.0 | 121.0 | NaN | 2.0 | 5.0 |
| 1 | tongzhou_aq | 2017-01-01 14:00:00 | 376.0 | 409.0 | 128.0 | 5.1 | 2.0 | 9.0 |
| 10 | beibuxinqu_aq | 2017-01-01 14:00:00 | 479.0 | 487.0 | 166.0 | 7.4 | 4.0 | 9.0 |
| 11 | yufa_aq | 2017-01-01 14:00:00 | 285.0 | 322.0 | 87.0 | 5.2 | 5.0 | 14.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 356709 | liulihe_aq | 2018-03-27 05:00:00 | 193.0 | 222.0 | 62.0 | 1.0 | 151.0 | 10.0 |
| 356717 | nansanhuan_aq | 2018-03-27 05:00:00 | 201.0 | 284.0 | 141.0 | 1.3 | 62.0 | 20.0 |
| 356711 | zhiwuyuan_aq | 2018-03-27 05:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 356712 | huairou_aq | 2018-03-27 05:00:00 | 208.0 | NaN | 39.0 | 1.2 | 130.0 | 17.0 |
| 356713 | yungang_aq | 2018-03-27 05:00:00 | 233.0 | 235.0 | 118.0 | 1.5 | 104.0 | 17.0 |
| 356714 | tongzhou_aq | 2018-03-27 05:00:00 | 206.0 | 208.0 | 46.0 | 1.1 | 123.0 | 25.0 |
| 356715 | mentougou_aq | 2018-03-27 05:00:00 | 206.0 | NaN | 70.0 | 1.3 | 151.0 | 18.0 |
| 356716 | wanshouxigong_aq | 2018-03-27 05:00:00 | 218.0 | 224.0 | 99.0 | 1.3 | 90.0 | 17.0 |
| 356703 | qianmen_aq | 2018-03-27 05:00:00 | 211.0 | 213.0 | 102.0 | 1.3 | 89.0 | 30.0 |
| 356710 | shunyi_aq | 2018-03-27 05:00:00 | 204.0 | NaN | 38.0 | 1.3 | 139.0 | 20.0 |
| 356702 | fangshan_aq | 2018-03-27 05:00:00 | 233.0 | 268.0 | 150.0 | 1.4 | 88.0 | 19.0 |
| 356693 | aotizhongxin_aq | 2018-03-27 05:00:00 | 222.0 | NaN | 97.0 | 1.3 | 94.0 | 18.0 |
| 356700 | pinggu_aq | 2018-03-27 05:00:00 | 178.0 | NaN | 32.0 | 1.1 | 136.0 | 33.0 |
| 356718 | yizhuang_aq | 2018-03-27 05:00:00 | 187.0 | 190.0 | 66.0 | 1.2 | 118.0 | NaN |
| 356685 | pingchang_aq | 2018-03-27 05:00:00 | 180.0 | NaN | 38.0 | 1.0 | 150.0 | 15.0 |
| 356686 | yongledian_aq | 2018-03-27 05:00:00 | 160.0 | 162.0 | 49.0 | 1.3 | 130.0 | 26.0 |
| 356687 | yanqin_aq | 2018-03-27 05:00:00 | 111.0 | 159.0 | 44.0 | 0.7 | 88.0 | 12.0 |
| 356688 | guanyuan_aq | 2018-03-27 05:00:00 | 216.0 | 232.0 | 129.0 | 1.4 | 82.0 | 18.0 |
| 356689 | fengtaihuayuan_aq | 2018-03-27 05:00:00 | 247.0 | NaN | 114.0 | 1.4 | 108.0 | 17.0 |
| 356690 | nongzhanguan_aq | 2018-03-27 05:00:00 | 213.0 | 213.0 | 71.0 | 1.2 | 111.0 | 21.0 |
| 356691 | wanliu_aq | 2018-03-27 05:00:00 | 204.0 | NaN | 99.0 | 1.7 | 127.0 | 19.0 |
| 356692 | miyunshuiku_aq | 2018-03-27 05:00:00 | 189.0 | NaN | 28.0 | 1.1 | 174.0 | 15.0 |
| 356694 | dingling_aq | 2018-03-27 05:00:00 | 225.0 | NaN | 53.0 | 1.1 | 164.0 | 15.0 |
| 356695 | donggaocun_aq | 2018-03-27 05:00:00 | 191.0 | NaN | 43.0 | 1.0 | 119.0 | 26.0 |
| 356696 | yongdingmennei_aq | 2018-03-27 05:00:00 | 217.0 | NaN | 115.0 | 1.2 | 48.0 | 29.0 |
| 356697 | daxing_aq | 2018-03-27 05:00:00 | NaN | NaN | NaN | NaN | NaN | NaN |
| 356698 | dongsi_aq | 2018-03-27 05:00:00 | 214.0 | NaN | 105.0 | 1.4 | 104.0 | 20.0 |
| 356699 | gucheng_aq | 2018-03-27 05:00:00 | 214.0 | NaN | 91.0 | 1.3 | 121.0 | 19.0 |
| 356701 | tiantan_aq | 2018-03-27 05:00:00 | 195.0 | 229.0 | 84.0 | 1.2 | 94.0 | 16.0 |
| 356719 | miyun_aq | 2018-03-27 05:00:00 | 194.0 | NaN | 30.0 | 1.2 | 164.0 | 22.0 |
356720 rows × 8 columns
In [82]:
len(beji_aqi_summary_copy.drop(beji_aqi_summary_copy.index[contaniner_1]).groupby(['utc_time']).groups)
Out[82]:
10007
In [83]:
len(beijing_grid_sta_copy.drop(beijing_grid_sta_copy.index[contaniner_2]).groupby(['utc_time']).groups)
Out[83]:
10007
In [84]:
len(beji_aqi_summary_copy)
Out[84]:
360430
In [85]:
len(contaniner_1)/35
Out[85]:
106.0
In [86]:
len(beji_aqi_summary_copy.groupby(['stationId']).groups)
Out[86]:
35
In [87]:
len(beji_aqi_summary_copy.drop(beji_aqi_summary_copy.index[contaniner_1]).groupby(['stationId']).groups)
Out[87]:
35
In [88]:
len(beji_aqi_summary_copy.drop(beji_aqi_summary_copy.index[contaniner_1]))/35
Out[88]:
10192.0
In [89]:
len(beji_aqi_summary_copy.drop(beji_aqi_summary_copy.index[contaniner_1]))/len(common_time_list)
Out[89]:
35.647047067053066
There might be some inconsistency!!
Seems like start from 2017-01-01 14:00:00 to 2018-03-27 05:00:00
In [90]:
(len(common_time_list)-10-6)%24
Out[90]:
7
OOps!! the time slice is not continue, there miss some time slice in the data, because module should be 0
Autocorrealtion plot by station¶
In [91]:
from pandas.plotting import autocorrelation_plot
In [174]:
beji_aqi_summary_copy=beji_aqi_summary_copy.sort_values(by=["utc_time"])
In [186]:
from matplotlib import pyplot,rcParams
col=['PM2.5','PM10','NO2','CO','O3','SO2']
def autocorr(x, t=1):
#if
np.corrcoef(np.array([x[0:len(x)-t], x[t:len(x)]]))
index_set=beji_aqi_summary_copy.groupby(['stationId']).groups
rcParams.update({'font.size': 18})
for keys in index_set.keys():
#plt.plot(autocorr(beji_aqi_summary_copy[item].fillna(0).values, t=1))
print(keys)
plt.clf()
plt.figure(figsize=(30,20))
for item in col:
autocorrelation_plot(beji_aqi_summary_copy[item].fillna(0).iloc[index_set[keys]],label=item)
plt.legend(loc='upper right')
pyplot.show()
#plt.show()
badaling_aq
<Figure size 432x288 with 0 Axes>
yongdingmennei_aq
<Figure size 432x288 with 0 Axes>
nongzhanguan_aq
<Figure size 432x288 with 0 Axes>
yizhuang_aq
<Figure size 432x288 with 0 Axes>
guanyuan_aq
<Figure size 432x288 with 0 Axes>
miyunshuiku_aq
<Figure size 432x288 with 0 Axes>
dongsi_aq
<Figure size 432x288 with 0 Axes>
liulihe_aq
<Figure size 432x288 with 0 Axes>
beibuxinqu_aq
<Figure size 432x288 with 0 Axes>
fangshan_aq
<Figure size 432x288 with 0 Axes>
yanqin_aq
<Figure size 432x288 with 0 Axes>
shunyi_aq
<Figure size 432x288 with 0 Axes>
tongzhou_aq
<Figure size 432x288 with 0 Axes>
dingling_aq
<Figure size 432x288 with 0 Axes>
fengtaihuayuan_aq
<Figure size 432x288 with 0 Axes>
donggaocun_aq
<Figure size 432x288 with 0 Axes>
huairou_aq
<Figure size 432x288 with 0 Axes>
pingchang_aq
<Figure size 432x288 with 0 Axes>
dongsihuan_aq
<Figure size 432x288 with 0 Axes>
miyun_aq
<Figure size 432x288 with 0 Axes>
wanliu_aq
<Figure size 432x288 with 0 Axes>
yongledian_aq
<Figure size 432x288 with 0 Axes>
gucheng_aq
<Figure size 432x288 with 0 Axes>
zhiwuyuan_aq
<Figure size 432x288 with 0 Axes>
pinggu_aq
<Figure size 432x288 with 0 Axes>
wanshouxigong_aq
<Figure size 432x288 with 0 Axes>
mentougou_aq
<Figure size 432x288 with 0 Axes>
qianmen_aq
<Figure size 432x288 with 0 Axes>
yufa_aq
<Figure size 432x288 with 0 Axes>
tiantan_aq
<Figure size 432x288 with 0 Axes>
daxing_aq
<Figure size 432x288 with 0 Axes>
yungang_aq
<Figure size 432x288 with 0 Axes>
xizhimenbei_aq
<Figure size 432x288 with 0 Axes>
nansanhuan_aq
<Figure size 432x288 with 0 Axes>
aotizhongxin_aq
<Figure size 432x288 with 0 Axes>
Correaltion plot by station¶
In [124]:
import seaborn as sns
In [127]:
for keys in index_set.keys():
#plt.plot(autocorr(beji_aqi_summary_copy[item].fillna(0).values, t=1))
print(keys)
plt.clf()
plt.figure(figsize=(10,10))
corr = beji_aqi_summary_copy[col].fillna(0).iloc[index_set[keys]].corr()
sns.heatmap(corr)
pyplot.show()
badaling_aq
<Figure size 432x288 with 0 Axes>
yongdingmennei_aq
<Figure size 432x288 with 0 Axes>
nongzhanguan_aq
<Figure size 432x288 with 0 Axes>
yizhuang_aq
<Figure size 432x288 with 0 Axes>
guanyuan_aq
<Figure size 432x288 with 0 Axes>
miyunshuiku_aq
<Figure size 432x288 with 0 Axes>
dongsi_aq
<Figure size 432x288 with 0 Axes>
liulihe_aq
<Figure size 432x288 with 0 Axes>
beibuxinqu_aq
<Figure size 432x288 with 0 Axes>
fangshan_aq
<Figure size 432x288 with 0 Axes>
yanqin_aq
<Figure size 432x288 with 0 Axes>
shunyi_aq
<Figure size 432x288 with 0 Axes>
tongzhou_aq
<Figure size 432x288 with 0 Axes>
dingling_aq
<Figure size 432x288 with 0 Axes>
fengtaihuayuan_aq
<Figure size 432x288 with 0 Axes>
donggaocun_aq
<Figure size 432x288 with 0 Axes>
huairou_aq
<Figure size 432x288 with 0 Axes>
pingchang_aq
<Figure size 432x288 with 0 Axes>
dongsihuan_aq
<Figure size 432x288 with 0 Axes>
miyun_aq
<Figure size 432x288 with 0 Axes>
wanliu_aq
<Figure size 432x288 with 0 Axes>
yongledian_aq
<Figure size 432x288 with 0 Axes>
gucheng_aq
<Figure size 432x288 with 0 Axes>
zhiwuyuan_aq
<Figure size 432x288 with 0 Axes>
pinggu_aq
<Figure size 432x288 with 0 Axes>
wanshouxigong_aq
<Figure size 432x288 with 0 Axes>
mentougou_aq
<Figure size 432x288 with 0 Axes>
qianmen_aq
<Figure size 432x288 with 0 Axes>
yufa_aq
<Figure size 432x288 with 0 Axes>
tiantan_aq
<Figure size 432x288 with 0 Axes>
daxing_aq
<Figure size 432x288 with 0 Axes>
yungang_aq
<Figure size 432x288 with 0 Axes>
xizhimenbei_aq
<Figure size 432x288 with 0 Axes>
nansanhuan_aq
<Figure size 432x288 with 0 Axes>
aotizhongxin_aq
<Figure size 432x288 with 0 Axes>
London¶
In [136]:
pd.read_csv(path+"London_historical_aqi_forecast_stations_20180331.csv").iloc[:,1:]
Out[136]:
| MeasurementDateGMT | station_id | PM2.5 (ug/m3) | PM10 (ug/m3) | NO2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | 2017/1/1 0:00 | CD1 | 40.0 | 44.4 | 36.6 |
| 1 | 2017/1/1 1:00 | CD1 | 31.6 | 34.4 | 46.2 |
| 2 | 2017/1/1 2:00 | CD1 | 24.7 | 28.1 | 38.3 |
| 3 | 2017/1/1 3:00 | CD1 | 21.2 | 24.5 | 32.8 |
| 4 | 2017/1/1 4:00 | CD1 | 24.9 | 23.0 | 28.1 |
| 5 | 2017/1/1 5:00 | CD1 | 24.6 | 23.9 | 29.3 |
| 6 | 2017/1/1 6:00 | CD1 | 23.9 | 22.0 | 28.8 |
| 7 | 2017/1/1 7:00 | CD1 | 22.0 | 22.9 | 34.6 |
| 8 | 2017/1/1 8:00 | CD1 | 19.0 | 20.1 | 44.6 |
| 9 | 2017/1/1 9:00 | CD1 | 19.9 | 24.4 | 55.3 |
| 10 | 2017/1/1 10:00 | CD1 | 16.6 | 17.5 | 46.4 |
| 11 | 2017/1/1 11:00 | CD1 | 14.5 | 14.6 | 42.5 |
| 12 | 2017/1/1 12:00 | CD1 | 11.0 | 13.9 | 44.5 |
| 13 | 2017/1/1 13:00 | CD1 | 13.9 | 13.4 | 53.6 |
| 14 | 2017/1/1 14:00 | CD1 | 8.3 | 8.6 | 61.4 |
| 15 | 2017/1/1 15:00 | CD1 | 7.3 | 6.1 | 57.9 |
| 16 | 2017/1/1 16:00 | CD1 | 4.9 | 6.1 | 46.0 |
| 17 | 2017/1/1 17:00 | CD1 | 4.6 | 8.1 | 96.5 |
| 18 | 2017/1/1 18:00 | CD1 | 8.3 | 7.3 | 64.2 |
| 19 | 2017/1/1 19:00 | CD1 | 7.3 | 8.9 | 59.7 |
| 20 | 2017/1/1 20:00 | CD1 | 7.8 | 11.3 | 61.3 |
| 21 | 2017/1/1 21:00 | CD1 | 11.1 | 9.8 | 57.0 |
| 22 | 2017/1/1 22:00 | CD1 | 7.1 | 13.0 | 50.9 |
| 23 | 2017/1/1 23:00 | CD1 | 6.8 | 11.4 | 40.2 |
| 24 | 2017/1/2 0:00 | CD1 | 6.2 | 7.3 | 33.9 |
| 25 | 2017/1/2 1:00 | CD1 | 9.0 | 9.9 | 21.7 |
| 26 | 2017/1/2 2:00 | CD1 | 8.2 | 6.4 | 19.5 |
| 27 | 2017/1/2 3:00 | CD1 | 7.0 | 9.1 | 18.8 |
| 28 | 2017/1/2 4:00 | CD1 | 6.7 | 8.6 | 19.7 |
| 29 | 2017/1/2 5:00 | CD1 | 7.4 | 13.3 | 27.7 |
| ... | ... | ... | ... | ... | ... |
| 141631 | 2018/3/29 19:00 | TH4 | 8.5 | 16.7 | 85.9 |
| 141632 | 2018/3/29 20:00 | TH4 | 8.8 | 19.4 | 89.6 |
| 141633 | 2018/3/29 21:00 | TH4 | 8.8 | 17.9 | 82.4 |
| 141634 | 2018/3/29 22:00 | TH4 | 5.0 | 14.5 | 61.8 |
| 141635 | 2018/3/29 23:00 | TH4 | 4.6 | 14.2 | 67.6 |
| 141636 | 2018/3/30 0:00 | TH4 | 4.8 | 11.8 | 55.4 |
| 141637 | 2018/3/30 1:00 | TH4 | 2.0 | 11.4 | 47.4 |
| 141638 | 2018/3/30 2:00 | TH4 | 4.2 | 13.5 | 51.4 |
| 141639 | 2018/3/30 3:00 | TH4 | 3.1 | 13.8 | 45.8 |
| 141640 | 2018/3/30 4:00 | TH4 | 5.0 | 12.6 | 45.4 |
| 141641 | 2018/3/30 5:00 | TH4 | 4.4 | 13.1 | 45.6 |
| 141642 | 2018/3/30 6:00 | TH4 | 8.2 | 14.6 | 47.4 |
| 141643 | 2018/3/30 7:00 | TH4 | 8.2 | 18.3 | 36.6 |
| 141644 | 2018/3/30 8:00 | TH4 | 9.0 | 15.6 | 35.0 |
| 141645 | 2018/3/30 9:00 | TH4 | 9.1 | 17.7 | 38.0 |
| 141646 | 2018/3/30 10:00 | TH4 | 10.3 | 12.7 | 35.3 |
| 141647 | 2018/3/30 11:00 | TH4 | 12.0 | 13.2 | 29.4 |
| 141648 | 2018/3/30 12:00 | TH4 | 9.1 | 13.5 | 26.2 |
| 141649 | 2018/3/30 13:00 | TH4 | 7.7 | 15.0 | 35.3 |
| 141650 | 2018/3/30 14:00 | TH4 | 7.0 | 12.2 | 36.6 |
| 141651 | 2018/3/30 15:00 | TH4 | 6.4 | 11.0 | 30.9 |
| 141652 | 2018/3/30 16:00 | TH4 | 6.4 | 14.0 | 39.8 |
| 141653 | 2018/3/30 17:00 | TH4 | 14.4 | 16.6 | 55.2 |
| 141654 | 2018/3/30 18:00 | TH4 | 11.2 | 18.8 | 63.3 |
| 141655 | 2018/3/30 19:00 | TH4 | 6.3 | 16.1 | 67.7 |
| 141656 | 2018/3/30 20:00 | TH4 | 3.5 | 11.2 | 44.3 |
| 141657 | 2018/3/30 21:00 | TH4 | 4.7 | 12.3 | 52.8 |
| 141658 | 2018/3/30 22:00 | TH4 | 5.4 | 14.0 | 54.7 |
| 141659 | 2018/3/30 23:00 | TH4 | 8.9 | 16.5 | 47.0 |
| 141660 | 2018/3/31 0:00 | TH4 | NaN | NaN | NaN |
141661 rows × 5 columns
In [137]:
pd.read_csv(path+"London_historical_aqi_other_stations_20180331.csv").iloc[:,:5]
/home/paslab/.local/lib/python3.5/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (0,1) have mixed types. Specify dtype option on import or set low_memory=False. interactivity=interactivity, compiler=compiler, result=result)
Out[137]:
| Station_ID | MeasurementDateGMT | PM2.5 (ug/m3) | PM10 (ug/m3) | NO2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | LH0 | 2017/1/1 0:00 | 30.2 | 34.6 | 15.9 |
| 1 | LH0 | 2017/1/1 1:00 | 25.4 | 29.2 | 11.8 |
| 2 | LH0 | 2017/1/1 2:00 | 24.7 | 28.1 | 11.6 |
| 3 | LH0 | 2017/1/1 3:00 | 23.6 | 27.0 | 13.0 |
| 4 | LH0 | 2017/1/1 4:00 | 24.2 | 27.4 | 27.1 |
| 5 | LH0 | 2017/1/1 5:00 | 22.8 | 26.0 | 22.9 |
| 6 | LH0 | 2017/1/1 6:00 | 21.6 | 24.8 | 26.8 |
| 7 | LH0 | 2017/1/1 7:00 | 19.9 | 23.1 | 39.4 |
| 8 | LH0 | 2017/1/1 8:00 | 18.3 | 21.3 | 41.6 |
| 9 | LH0 | 2017/1/1 9:00 | 16.3 | 19.5 | 44.1 |
| 10 | LH0 | 2017/1/1 10:00 | 13.3 | 16.2 | 49.1 |
| 11 | LH0 | 2017/1/1 11:00 | 9.4 | 11.6 | 45.2 |
| 12 | LH0 | 2017/1/1 12:00 | 6.1 | 8.5 | 41.4 |
| 13 | LH0 | 2017/1/1 13:00 | 6.7 | 13.4 | 53.6 |
| 14 | LH0 | 2017/1/1 14:00 | 2.1 | 4.6 | 11.7 |
| 15 | LH0 | 2017/1/1 15:00 | 0.9 | 2.0 | 12.1 |
| 16 | LH0 | 2017/1/1 16:00 | 1.1 | 2.1 | 12.0 |
| 17 | LH0 | 2017/1/1 17:00 | 1.0 | 2.0 | 13.5 |
| 18 | LH0 | 2017/1/1 18:00 | 1.5 | 2.5 | 14.6 |
| 19 | LH0 | 2017/1/1 19:00 | 2.1 | 3.6 | 14.7 |
| 20 | LH0 | 2017/1/1 20:00 | 2.9 | 4.8 | 15.5 |
| 21 | LH0 | 2017/1/1 21:00 | 4.5 | 6.9 | 14.0 |
| 22 | LH0 | 2017/1/1 22:00 | 4.9 | 7.8 | 11.6 |
| 23 | LH0 | 2017/1/1 23:00 | 5.9 | 9.3 | 11.8 |
| 24 | LH0 | 2017/1/2 0:00 | 5.1 | 8.4 | 9.6 |
| 25 | LH0 | 2017/1/2 1:00 | 4.5 | 7.7 | 6.9 |
| 26 | LH0 | 2017/1/2 2:00 | 4.3 | 7.7 | 7.3 |
| 27 | LH0 | 2017/1/2 3:00 | 4.9 | 8.4 | 6.5 |
| 28 | LH0 | 2017/1/2 4:00 | 6.7 | 10.8 | 7.1 |
| 29 | LH0 | 2017/1/2 5:00 | 7.0 | 13.1 | 15.3 |
| ... | ... | ... | ... | ... | ... |
| 141603 | NaN | NaN | NaN | NaN | NaN |
| 141604 | NaN | NaN | NaN | NaN | NaN |
| 141605 | NaN | NaN | NaN | NaN | NaN |
| 141606 | NaN | NaN | NaN | NaN | NaN |
| 141607 | NaN | NaN | NaN | NaN | NaN |
| 141608 | NaN | NaN | NaN | NaN | NaN |
| 141609 | NaN | NaN | NaN | NaN | NaN |
| 141610 | NaN | NaN | NaN | NaN | NaN |
| 141611 | NaN | NaN | NaN | NaN | NaN |
| 141612 | NaN | NaN | NaN | NaN | NaN |
| 141613 | NaN | NaN | NaN | NaN | NaN |
| 141614 | NaN | NaN | NaN | NaN | NaN |
| 141615 | NaN | NaN | NaN | NaN | NaN |
| 141616 | NaN | NaN | NaN | NaN | NaN |
| 141617 | NaN | NaN | NaN | NaN | NaN |
| 141618 | NaN | NaN | NaN | NaN | NaN |
| 141619 | NaN | NaN | NaN | NaN | NaN |
| 141620 | NaN | NaN | NaN | NaN | NaN |
| 141621 | NaN | NaN | NaN | NaN | NaN |
| 141622 | NaN | NaN | NaN | NaN | NaN |
| 141623 | NaN | NaN | NaN | NaN | NaN |
| 141624 | NaN | NaN | NaN | NaN | NaN |
| 141625 | NaN | NaN | NaN | NaN | NaN |
| 141626 | NaN | NaN | NaN | NaN | NaN |
| 141627 | NaN | NaN | NaN | NaN | NaN |
| 141628 | NaN | NaN | NaN | NaN | NaN |
| 141629 | NaN | NaN | NaN | NaN | NaN |
| 141630 | NaN | NaN | NaN | NaN | NaN |
| 141631 | NaN | NaN | NaN | NaN | NaN |
| 141632 | NaN | NaN | NaN | NaN | NaN |
141633 rows × 5 columns
In [138]:
London_sta=pd.read_csv(path+"London_historical_aqi_forecast_stations_20180331.csv").iloc[:,1:]
London_sta_other=pd.read_csv(path+"London_historical_aqi_other_stations_20180331.csv").iloc[:,:5]
/home/paslab/.local/lib/python3.5/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (0,1) have mixed types. Specify dtype option on import or set low_memory=False. interactivity=interactivity, compiler=compiler, result=result)
In [139]:
London_sta_other.loc[~London_sta_other["Station_ID"].isnull(),:]
Out[139]:
| Station_ID | MeasurementDateGMT | PM2.5 (ug/m3) | PM10 (ug/m3) | NO2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | LH0 | 2017/1/1 0:00 | 30.2 | 34.6 | 15.9 |
| 1 | LH0 | 2017/1/1 1:00 | 25.4 | 29.2 | 11.8 |
| 2 | LH0 | 2017/1/1 2:00 | 24.7 | 28.1 | 11.6 |
| 3 | LH0 | 2017/1/1 3:00 | 23.6 | 27.0 | 13.0 |
| 4 | LH0 | 2017/1/1 4:00 | 24.2 | 27.4 | 27.1 |
| 5 | LH0 | 2017/1/1 5:00 | 22.8 | 26.0 | 22.9 |
| 6 | LH0 | 2017/1/1 6:00 | 21.6 | 24.8 | 26.8 |
| 7 | LH0 | 2017/1/1 7:00 | 19.9 | 23.1 | 39.4 |
| 8 | LH0 | 2017/1/1 8:00 | 18.3 | 21.3 | 41.6 |
| 9 | LH0 | 2017/1/1 9:00 | 16.3 | 19.5 | 44.1 |
| 10 | LH0 | 2017/1/1 10:00 | 13.3 | 16.2 | 49.1 |
| 11 | LH0 | 2017/1/1 11:00 | 9.4 | 11.6 | 45.2 |
| 12 | LH0 | 2017/1/1 12:00 | 6.1 | 8.5 | 41.4 |
| 13 | LH0 | 2017/1/1 13:00 | 6.7 | 13.4 | 53.6 |
| 14 | LH0 | 2017/1/1 14:00 | 2.1 | 4.6 | 11.7 |
| 15 | LH0 | 2017/1/1 15:00 | 0.9 | 2.0 | 12.1 |
| 16 | LH0 | 2017/1/1 16:00 | 1.1 | 2.1 | 12.0 |
| 17 | LH0 | 2017/1/1 17:00 | 1.0 | 2.0 | 13.5 |
| 18 | LH0 | 2017/1/1 18:00 | 1.5 | 2.5 | 14.6 |
| 19 | LH0 | 2017/1/1 19:00 | 2.1 | 3.6 | 14.7 |
| 20 | LH0 | 2017/1/1 20:00 | 2.9 | 4.8 | 15.5 |
| 21 | LH0 | 2017/1/1 21:00 | 4.5 | 6.9 | 14.0 |
| 22 | LH0 | 2017/1/1 22:00 | 4.9 | 7.8 | 11.6 |
| 23 | LH0 | 2017/1/1 23:00 | 5.9 | 9.3 | 11.8 |
| 24 | LH0 | 2017/1/2 0:00 | 5.1 | 8.4 | 9.6 |
| 25 | LH0 | 2017/1/2 1:00 | 4.5 | 7.7 | 6.9 |
| 26 | LH0 | 2017/1/2 2:00 | 4.3 | 7.7 | 7.3 |
| 27 | LH0 | 2017/1/2 3:00 | 4.9 | 8.4 | 6.5 |
| 28 | LH0 | 2017/1/2 4:00 | 6.7 | 10.8 | 7.1 |
| 29 | LH0 | 2017/1/2 5:00 | 7.0 | 13.1 | 15.3 |
| ... | ... | ... | ... | ... | ... |
| 118644 | CT2 | 2018/3/30 18:00 | 13.0 | NaN | NaN |
| 118645 | CT2 | 2018/3/30 19:00 | 8.0 | NaN | NaN |
| 118646 | CT2 | 2018/3/30 20:00 | 6.0 | NaN | NaN |
| 118647 | CT2 | 2018/3/30 21:00 | 5.0 | NaN | NaN |
| 118648 | CT2 | 2018/3/30 22:00 | 7.0 | NaN | NaN |
| 118649 | CT2 | 2018/3/30 23:00 | 10.0 | NaN | NaN |
| 118650 | CT2 | 2018/3/31 0:00 | 8.0 | NaN | NaN |
| 118651 | CT2 | 2018/3/31 1:00 | 6.0 | NaN | NaN |
| 118652 | CT2 | 2018/3/31 2:00 | 6.0 | NaN | NaN |
| 118653 | CT2 | 2018/3/31 3:00 | 5.0 | NaN | NaN |
| 118654 | CT2 | 2018/3/31 4:00 | 4.0 | NaN | NaN |
| 118655 | CT2 | 2018/3/31 5:00 | 6.0 | NaN | NaN |
| 118656 | CT2 | 2018/3/31 6:00 | 8.0 | NaN | NaN |
| 118657 | CT2 | 2018/3/31 7:00 | 7.0 | NaN | NaN |
| 118658 | CT2 | 2018/3/31 8:00 | 6.0 | NaN | NaN |
| 118659 | CT2 | 2018/3/31 9:00 | NaN | NaN | NaN |
| 118660 | CT2 | 2018/3/31 10:00 | NaN | NaN | NaN |
| 118661 | CT2 | 2018/3/31 11:00 | NaN | NaN | NaN |
| 118662 | CT2 | 2018/3/31 12:00 | NaN | NaN | NaN |
| 118663 | CT2 | 2018/3/31 13:00 | NaN | NaN | NaN |
| 118664 | CT2 | 2018/3/31 14:00 | NaN | NaN | NaN |
| 118665 | CT2 | 2018/3/31 15:00 | NaN | NaN | NaN |
| 118666 | CT2 | 2018/3/31 16:00 | NaN | NaN | NaN |
| 118667 | CT2 | 2018/3/31 17:00 | NaN | NaN | NaN |
| 118668 | CT2 | 2018/3/31 18:00 | NaN | NaN | NaN |
| 118669 | CT2 | 2018/3/31 19:00 | NaN | NaN | NaN |
| 118670 | CT2 | 2018/3/31 20:00 | NaN | NaN | NaN |
| 118671 | CT2 | 2018/3/31 21:00 | NaN | NaN | NaN |
| 118672 | CT2 | 2018/3/31 22:00 | NaN | NaN | NaN |
| 118673 | CT2 | 2018/3/31 23:00 | NaN | NaN | NaN |
118674 rows × 5 columns
In [140]:
London_sta_other=London_sta_other.loc[~London_sta_other["Station_ID"].isnull(),:]
London_sta_other.columns
#change to lower char
London_sta_other.columns = London_sta_other.columns.str.lower()
London_sta.columns = London_sta.columns.str.lower()
London_sta_other.columns==London_sta.columns
Out[140]:
array([False, False, True, True, True])
In [141]:
London_sta
Out[141]:
| measurementdategmt | station_id | pm2.5 (ug/m3) | pm10 (ug/m3) | no2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | 2017/1/1 0:00 | CD1 | 40.0 | 44.4 | 36.6 |
| 1 | 2017/1/1 1:00 | CD1 | 31.6 | 34.4 | 46.2 |
| 2 | 2017/1/1 2:00 | CD1 | 24.7 | 28.1 | 38.3 |
| 3 | 2017/1/1 3:00 | CD1 | 21.2 | 24.5 | 32.8 |
| 4 | 2017/1/1 4:00 | CD1 | 24.9 | 23.0 | 28.1 |
| 5 | 2017/1/1 5:00 | CD1 | 24.6 | 23.9 | 29.3 |
| 6 | 2017/1/1 6:00 | CD1 | 23.9 | 22.0 | 28.8 |
| 7 | 2017/1/1 7:00 | CD1 | 22.0 | 22.9 | 34.6 |
| 8 | 2017/1/1 8:00 | CD1 | 19.0 | 20.1 | 44.6 |
| 9 | 2017/1/1 9:00 | CD1 | 19.9 | 24.4 | 55.3 |
| 10 | 2017/1/1 10:00 | CD1 | 16.6 | 17.5 | 46.4 |
| 11 | 2017/1/1 11:00 | CD1 | 14.5 | 14.6 | 42.5 |
| 12 | 2017/1/1 12:00 | CD1 | 11.0 | 13.9 | 44.5 |
| 13 | 2017/1/1 13:00 | CD1 | 13.9 | 13.4 | 53.6 |
| 14 | 2017/1/1 14:00 | CD1 | 8.3 | 8.6 | 61.4 |
| 15 | 2017/1/1 15:00 | CD1 | 7.3 | 6.1 | 57.9 |
| 16 | 2017/1/1 16:00 | CD1 | 4.9 | 6.1 | 46.0 |
| 17 | 2017/1/1 17:00 | CD1 | 4.6 | 8.1 | 96.5 |
| 18 | 2017/1/1 18:00 | CD1 | 8.3 | 7.3 | 64.2 |
| 19 | 2017/1/1 19:00 | CD1 | 7.3 | 8.9 | 59.7 |
| 20 | 2017/1/1 20:00 | CD1 | 7.8 | 11.3 | 61.3 |
| 21 | 2017/1/1 21:00 | CD1 | 11.1 | 9.8 | 57.0 |
| 22 | 2017/1/1 22:00 | CD1 | 7.1 | 13.0 | 50.9 |
| 23 | 2017/1/1 23:00 | CD1 | 6.8 | 11.4 | 40.2 |
| 24 | 2017/1/2 0:00 | CD1 | 6.2 | 7.3 | 33.9 |
| 25 | 2017/1/2 1:00 | CD1 | 9.0 | 9.9 | 21.7 |
| 26 | 2017/1/2 2:00 | CD1 | 8.2 | 6.4 | 19.5 |
| 27 | 2017/1/2 3:00 | CD1 | 7.0 | 9.1 | 18.8 |
| 28 | 2017/1/2 4:00 | CD1 | 6.7 | 8.6 | 19.7 |
| 29 | 2017/1/2 5:00 | CD1 | 7.4 | 13.3 | 27.7 |
| ... | ... | ... | ... | ... | ... |
| 141631 | 2018/3/29 19:00 | TH4 | 8.5 | 16.7 | 85.9 |
| 141632 | 2018/3/29 20:00 | TH4 | 8.8 | 19.4 | 89.6 |
| 141633 | 2018/3/29 21:00 | TH4 | 8.8 | 17.9 | 82.4 |
| 141634 | 2018/3/29 22:00 | TH4 | 5.0 | 14.5 | 61.8 |
| 141635 | 2018/3/29 23:00 | TH4 | 4.6 | 14.2 | 67.6 |
| 141636 | 2018/3/30 0:00 | TH4 | 4.8 | 11.8 | 55.4 |
| 141637 | 2018/3/30 1:00 | TH4 | 2.0 | 11.4 | 47.4 |
| 141638 | 2018/3/30 2:00 | TH4 | 4.2 | 13.5 | 51.4 |
| 141639 | 2018/3/30 3:00 | TH4 | 3.1 | 13.8 | 45.8 |
| 141640 | 2018/3/30 4:00 | TH4 | 5.0 | 12.6 | 45.4 |
| 141641 | 2018/3/30 5:00 | TH4 | 4.4 | 13.1 | 45.6 |
| 141642 | 2018/3/30 6:00 | TH4 | 8.2 | 14.6 | 47.4 |
| 141643 | 2018/3/30 7:00 | TH4 | 8.2 | 18.3 | 36.6 |
| 141644 | 2018/3/30 8:00 | TH4 | 9.0 | 15.6 | 35.0 |
| 141645 | 2018/3/30 9:00 | TH4 | 9.1 | 17.7 | 38.0 |
| 141646 | 2018/3/30 10:00 | TH4 | 10.3 | 12.7 | 35.3 |
| 141647 | 2018/3/30 11:00 | TH4 | 12.0 | 13.2 | 29.4 |
| 141648 | 2018/3/30 12:00 | TH4 | 9.1 | 13.5 | 26.2 |
| 141649 | 2018/3/30 13:00 | TH4 | 7.7 | 15.0 | 35.3 |
| 141650 | 2018/3/30 14:00 | TH4 | 7.0 | 12.2 | 36.6 |
| 141651 | 2018/3/30 15:00 | TH4 | 6.4 | 11.0 | 30.9 |
| 141652 | 2018/3/30 16:00 | TH4 | 6.4 | 14.0 | 39.8 |
| 141653 | 2018/3/30 17:00 | TH4 | 14.4 | 16.6 | 55.2 |
| 141654 | 2018/3/30 18:00 | TH4 | 11.2 | 18.8 | 63.3 |
| 141655 | 2018/3/30 19:00 | TH4 | 6.3 | 16.1 | 67.7 |
| 141656 | 2018/3/30 20:00 | TH4 | 3.5 | 11.2 | 44.3 |
| 141657 | 2018/3/30 21:00 | TH4 | 4.7 | 12.3 | 52.8 |
| 141658 | 2018/3/30 22:00 | TH4 | 5.4 | 14.0 | 54.7 |
| 141659 | 2018/3/30 23:00 | TH4 | 8.9 | 16.5 | 47.0 |
| 141660 | 2018/3/31 0:00 | TH4 | NaN | NaN | NaN |
141661 rows × 5 columns
In [142]:
London_sta_other
Out[142]:
| station_id | measurementdategmt | pm2.5 (ug/m3) | pm10 (ug/m3) | no2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | LH0 | 2017/1/1 0:00 | 30.2 | 34.6 | 15.9 |
| 1 | LH0 | 2017/1/1 1:00 | 25.4 | 29.2 | 11.8 |
| 2 | LH0 | 2017/1/1 2:00 | 24.7 | 28.1 | 11.6 |
| 3 | LH0 | 2017/1/1 3:00 | 23.6 | 27.0 | 13.0 |
| 4 | LH0 | 2017/1/1 4:00 | 24.2 | 27.4 | 27.1 |
| 5 | LH0 | 2017/1/1 5:00 | 22.8 | 26.0 | 22.9 |
| 6 | LH0 | 2017/1/1 6:00 | 21.6 | 24.8 | 26.8 |
| 7 | LH0 | 2017/1/1 7:00 | 19.9 | 23.1 | 39.4 |
| 8 | LH0 | 2017/1/1 8:00 | 18.3 | 21.3 | 41.6 |
| 9 | LH0 | 2017/1/1 9:00 | 16.3 | 19.5 | 44.1 |
| 10 | LH0 | 2017/1/1 10:00 | 13.3 | 16.2 | 49.1 |
| 11 | LH0 | 2017/1/1 11:00 | 9.4 | 11.6 | 45.2 |
| 12 | LH0 | 2017/1/1 12:00 | 6.1 | 8.5 | 41.4 |
| 13 | LH0 | 2017/1/1 13:00 | 6.7 | 13.4 | 53.6 |
| 14 | LH0 | 2017/1/1 14:00 | 2.1 | 4.6 | 11.7 |
| 15 | LH0 | 2017/1/1 15:00 | 0.9 | 2.0 | 12.1 |
| 16 | LH0 | 2017/1/1 16:00 | 1.1 | 2.1 | 12.0 |
| 17 | LH0 | 2017/1/1 17:00 | 1.0 | 2.0 | 13.5 |
| 18 | LH0 | 2017/1/1 18:00 | 1.5 | 2.5 | 14.6 |
| 19 | LH0 | 2017/1/1 19:00 | 2.1 | 3.6 | 14.7 |
| 20 | LH0 | 2017/1/1 20:00 | 2.9 | 4.8 | 15.5 |
| 21 | LH0 | 2017/1/1 21:00 | 4.5 | 6.9 | 14.0 |
| 22 | LH0 | 2017/1/1 22:00 | 4.9 | 7.8 | 11.6 |
| 23 | LH0 | 2017/1/1 23:00 | 5.9 | 9.3 | 11.8 |
| 24 | LH0 | 2017/1/2 0:00 | 5.1 | 8.4 | 9.6 |
| 25 | LH0 | 2017/1/2 1:00 | 4.5 | 7.7 | 6.9 |
| 26 | LH0 | 2017/1/2 2:00 | 4.3 | 7.7 | 7.3 |
| 27 | LH0 | 2017/1/2 3:00 | 4.9 | 8.4 | 6.5 |
| 28 | LH0 | 2017/1/2 4:00 | 6.7 | 10.8 | 7.1 |
| 29 | LH0 | 2017/1/2 5:00 | 7.0 | 13.1 | 15.3 |
| ... | ... | ... | ... | ... | ... |
| 118644 | CT2 | 2018/3/30 18:00 | 13.0 | NaN | NaN |
| 118645 | CT2 | 2018/3/30 19:00 | 8.0 | NaN | NaN |
| 118646 | CT2 | 2018/3/30 20:00 | 6.0 | NaN | NaN |
| 118647 | CT2 | 2018/3/30 21:00 | 5.0 | NaN | NaN |
| 118648 | CT2 | 2018/3/30 22:00 | 7.0 | NaN | NaN |
| 118649 | CT2 | 2018/3/30 23:00 | 10.0 | NaN | NaN |
| 118650 | CT2 | 2018/3/31 0:00 | 8.0 | NaN | NaN |
| 118651 | CT2 | 2018/3/31 1:00 | 6.0 | NaN | NaN |
| 118652 | CT2 | 2018/3/31 2:00 | 6.0 | NaN | NaN |
| 118653 | CT2 | 2018/3/31 3:00 | 5.0 | NaN | NaN |
| 118654 | CT2 | 2018/3/31 4:00 | 4.0 | NaN | NaN |
| 118655 | CT2 | 2018/3/31 5:00 | 6.0 | NaN | NaN |
| 118656 | CT2 | 2018/3/31 6:00 | 8.0 | NaN | NaN |
| 118657 | CT2 | 2018/3/31 7:00 | 7.0 | NaN | NaN |
| 118658 | CT2 | 2018/3/31 8:00 | 6.0 | NaN | NaN |
| 118659 | CT2 | 2018/3/31 9:00 | NaN | NaN | NaN |
| 118660 | CT2 | 2018/3/31 10:00 | NaN | NaN | NaN |
| 118661 | CT2 | 2018/3/31 11:00 | NaN | NaN | NaN |
| 118662 | CT2 | 2018/3/31 12:00 | NaN | NaN | NaN |
| 118663 | CT2 | 2018/3/31 13:00 | NaN | NaN | NaN |
| 118664 | CT2 | 2018/3/31 14:00 | NaN | NaN | NaN |
| 118665 | CT2 | 2018/3/31 15:00 | NaN | NaN | NaN |
| 118666 | CT2 | 2018/3/31 16:00 | NaN | NaN | NaN |
| 118667 | CT2 | 2018/3/31 17:00 | NaN | NaN | NaN |
| 118668 | CT2 | 2018/3/31 18:00 | NaN | NaN | NaN |
| 118669 | CT2 | 2018/3/31 19:00 | NaN | NaN | NaN |
| 118670 | CT2 | 2018/3/31 20:00 | NaN | NaN | NaN |
| 118671 | CT2 | 2018/3/31 21:00 | NaN | NaN | NaN |
| 118672 | CT2 | 2018/3/31 22:00 | NaN | NaN | NaN |
| 118673 | CT2 | 2018/3/31 23:00 | NaN | NaN | NaN |
118674 rows × 5 columns
In [143]:
#columnsTitles=["measurementdategmt","station_id"]
London_sta_other.reindex(columns=list(London_sta.columns))
Out[143]:
| measurementdategmt | station_id | pm2.5 (ug/m3) | pm10 (ug/m3) | no2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | 2017/1/1 0:00 | LH0 | 30.2 | 34.6 | 15.9 |
| 1 | 2017/1/1 1:00 | LH0 | 25.4 | 29.2 | 11.8 |
| 2 | 2017/1/1 2:00 | LH0 | 24.7 | 28.1 | 11.6 |
| 3 | 2017/1/1 3:00 | LH0 | 23.6 | 27.0 | 13.0 |
| 4 | 2017/1/1 4:00 | LH0 | 24.2 | 27.4 | 27.1 |
| 5 | 2017/1/1 5:00 | LH0 | 22.8 | 26.0 | 22.9 |
| 6 | 2017/1/1 6:00 | LH0 | 21.6 | 24.8 | 26.8 |
| 7 | 2017/1/1 7:00 | LH0 | 19.9 | 23.1 | 39.4 |
| 8 | 2017/1/1 8:00 | LH0 | 18.3 | 21.3 | 41.6 |
| 9 | 2017/1/1 9:00 | LH0 | 16.3 | 19.5 | 44.1 |
| 10 | 2017/1/1 10:00 | LH0 | 13.3 | 16.2 | 49.1 |
| 11 | 2017/1/1 11:00 | LH0 | 9.4 | 11.6 | 45.2 |
| 12 | 2017/1/1 12:00 | LH0 | 6.1 | 8.5 | 41.4 |
| 13 | 2017/1/1 13:00 | LH0 | 6.7 | 13.4 | 53.6 |
| 14 | 2017/1/1 14:00 | LH0 | 2.1 | 4.6 | 11.7 |
| 15 | 2017/1/1 15:00 | LH0 | 0.9 | 2.0 | 12.1 |
| 16 | 2017/1/1 16:00 | LH0 | 1.1 | 2.1 | 12.0 |
| 17 | 2017/1/1 17:00 | LH0 | 1.0 | 2.0 | 13.5 |
| 18 | 2017/1/1 18:00 | LH0 | 1.5 | 2.5 | 14.6 |
| 19 | 2017/1/1 19:00 | LH0 | 2.1 | 3.6 | 14.7 |
| 20 | 2017/1/1 20:00 | LH0 | 2.9 | 4.8 | 15.5 |
| 21 | 2017/1/1 21:00 | LH0 | 4.5 | 6.9 | 14.0 |
| 22 | 2017/1/1 22:00 | LH0 | 4.9 | 7.8 | 11.6 |
| 23 | 2017/1/1 23:00 | LH0 | 5.9 | 9.3 | 11.8 |
| 24 | 2017/1/2 0:00 | LH0 | 5.1 | 8.4 | 9.6 |
| 25 | 2017/1/2 1:00 | LH0 | 4.5 | 7.7 | 6.9 |
| 26 | 2017/1/2 2:00 | LH0 | 4.3 | 7.7 | 7.3 |
| 27 | 2017/1/2 3:00 | LH0 | 4.9 | 8.4 | 6.5 |
| 28 | 2017/1/2 4:00 | LH0 | 6.7 | 10.8 | 7.1 |
| 29 | 2017/1/2 5:00 | LH0 | 7.0 | 13.1 | 15.3 |
| ... | ... | ... | ... | ... | ... |
| 118644 | 2018/3/30 18:00 | CT2 | 13.0 | NaN | NaN |
| 118645 | 2018/3/30 19:00 | CT2 | 8.0 | NaN | NaN |
| 118646 | 2018/3/30 20:00 | CT2 | 6.0 | NaN | NaN |
| 118647 | 2018/3/30 21:00 | CT2 | 5.0 | NaN | NaN |
| 118648 | 2018/3/30 22:00 | CT2 | 7.0 | NaN | NaN |
| 118649 | 2018/3/30 23:00 | CT2 | 10.0 | NaN | NaN |
| 118650 | 2018/3/31 0:00 | CT2 | 8.0 | NaN | NaN |
| 118651 | 2018/3/31 1:00 | CT2 | 6.0 | NaN | NaN |
| 118652 | 2018/3/31 2:00 | CT2 | 6.0 | NaN | NaN |
| 118653 | 2018/3/31 3:00 | CT2 | 5.0 | NaN | NaN |
| 118654 | 2018/3/31 4:00 | CT2 | 4.0 | NaN | NaN |
| 118655 | 2018/3/31 5:00 | CT2 | 6.0 | NaN | NaN |
| 118656 | 2018/3/31 6:00 | CT2 | 8.0 | NaN | NaN |
| 118657 | 2018/3/31 7:00 | CT2 | 7.0 | NaN | NaN |
| 118658 | 2018/3/31 8:00 | CT2 | 6.0 | NaN | NaN |
| 118659 | 2018/3/31 9:00 | CT2 | NaN | NaN | NaN |
| 118660 | 2018/3/31 10:00 | CT2 | NaN | NaN | NaN |
| 118661 | 2018/3/31 11:00 | CT2 | NaN | NaN | NaN |
| 118662 | 2018/3/31 12:00 | CT2 | NaN | NaN | NaN |
| 118663 | 2018/3/31 13:00 | CT2 | NaN | NaN | NaN |
| 118664 | 2018/3/31 14:00 | CT2 | NaN | NaN | NaN |
| 118665 | 2018/3/31 15:00 | CT2 | NaN | NaN | NaN |
| 118666 | 2018/3/31 16:00 | CT2 | NaN | NaN | NaN |
| 118667 | 2018/3/31 17:00 | CT2 | NaN | NaN | NaN |
| 118668 | 2018/3/31 18:00 | CT2 | NaN | NaN | NaN |
| 118669 | 2018/3/31 19:00 | CT2 | NaN | NaN | NaN |
| 118670 | 2018/3/31 20:00 | CT2 | NaN | NaN | NaN |
| 118671 | 2018/3/31 21:00 | CT2 | NaN | NaN | NaN |
| 118672 | 2018/3/31 22:00 | CT2 | NaN | NaN | NaN |
| 118673 | 2018/3/31 23:00 | CT2 | NaN | NaN | NaN |
118674 rows × 5 columns
In [144]:
London_sta_other=London_sta_other.reindex(columns=list(London_sta.columns))
pd.concat([London_sta_other,London_sta],axis=0)
Out[144]:
| measurementdategmt | station_id | pm2.5 (ug/m3) | pm10 (ug/m3) | no2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | 2017/1/1 0:00 | LH0 | 30.2 | 34.6 | 15.9 |
| 1 | 2017/1/1 1:00 | LH0 | 25.4 | 29.2 | 11.8 |
| 2 | 2017/1/1 2:00 | LH0 | 24.7 | 28.1 | 11.6 |
| 3 | 2017/1/1 3:00 | LH0 | 23.6 | 27.0 | 13.0 |
| 4 | 2017/1/1 4:00 | LH0 | 24.2 | 27.4 | 27.1 |
| 5 | 2017/1/1 5:00 | LH0 | 22.8 | 26.0 | 22.9 |
| 6 | 2017/1/1 6:00 | LH0 | 21.6 | 24.8 | 26.8 |
| 7 | 2017/1/1 7:00 | LH0 | 19.9 | 23.1 | 39.4 |
| 8 | 2017/1/1 8:00 | LH0 | 18.3 | 21.3 | 41.6 |
| 9 | 2017/1/1 9:00 | LH0 | 16.3 | 19.5 | 44.1 |
| 10 | 2017/1/1 10:00 | LH0 | 13.3 | 16.2 | 49.1 |
| 11 | 2017/1/1 11:00 | LH0 | 9.4 | 11.6 | 45.2 |
| 12 | 2017/1/1 12:00 | LH0 | 6.1 | 8.5 | 41.4 |
| 13 | 2017/1/1 13:00 | LH0 | 6.7 | 13.4 | 53.6 |
| 14 | 2017/1/1 14:00 | LH0 | 2.1 | 4.6 | 11.7 |
| 15 | 2017/1/1 15:00 | LH0 | 0.9 | 2.0 | 12.1 |
| 16 | 2017/1/1 16:00 | LH0 | 1.1 | 2.1 | 12.0 |
| 17 | 2017/1/1 17:00 | LH0 | 1.0 | 2.0 | 13.5 |
| 18 | 2017/1/1 18:00 | LH0 | 1.5 | 2.5 | 14.6 |
| 19 | 2017/1/1 19:00 | LH0 | 2.1 | 3.6 | 14.7 |
| 20 | 2017/1/1 20:00 | LH0 | 2.9 | 4.8 | 15.5 |
| 21 | 2017/1/1 21:00 | LH0 | 4.5 | 6.9 | 14.0 |
| 22 | 2017/1/1 22:00 | LH0 | 4.9 | 7.8 | 11.6 |
| 23 | 2017/1/1 23:00 | LH0 | 5.9 | 9.3 | 11.8 |
| 24 | 2017/1/2 0:00 | LH0 | 5.1 | 8.4 | 9.6 |
| 25 | 2017/1/2 1:00 | LH0 | 4.5 | 7.7 | 6.9 |
| 26 | 2017/1/2 2:00 | LH0 | 4.3 | 7.7 | 7.3 |
| 27 | 2017/1/2 3:00 | LH0 | 4.9 | 8.4 | 6.5 |
| 28 | 2017/1/2 4:00 | LH0 | 6.7 | 10.8 | 7.1 |
| 29 | 2017/1/2 5:00 | LH0 | 7.0 | 13.1 | 15.3 |
| ... | ... | ... | ... | ... | ... |
| 141631 | 2018/3/29 19:00 | TH4 | 8.5 | 16.7 | 85.9 |
| 141632 | 2018/3/29 20:00 | TH4 | 8.8 | 19.4 | 89.6 |
| 141633 | 2018/3/29 21:00 | TH4 | 8.8 | 17.9 | 82.4 |
| 141634 | 2018/3/29 22:00 | TH4 | 5.0 | 14.5 | 61.8 |
| 141635 | 2018/3/29 23:00 | TH4 | 4.6 | 14.2 | 67.6 |
| 141636 | 2018/3/30 0:00 | TH4 | 4.8 | 11.8 | 55.4 |
| 141637 | 2018/3/30 1:00 | TH4 | 2.0 | 11.4 | 47.4 |
| 141638 | 2018/3/30 2:00 | TH4 | 4.2 | 13.5 | 51.4 |
| 141639 | 2018/3/30 3:00 | TH4 | 3.1 | 13.8 | 45.8 |
| 141640 | 2018/3/30 4:00 | TH4 | 5.0 | 12.6 | 45.4 |
| 141641 | 2018/3/30 5:00 | TH4 | 4.4 | 13.1 | 45.6 |
| 141642 | 2018/3/30 6:00 | TH4 | 8.2 | 14.6 | 47.4 |
| 141643 | 2018/3/30 7:00 | TH4 | 8.2 | 18.3 | 36.6 |
| 141644 | 2018/3/30 8:00 | TH4 | 9.0 | 15.6 | 35.0 |
| 141645 | 2018/3/30 9:00 | TH4 | 9.1 | 17.7 | 38.0 |
| 141646 | 2018/3/30 10:00 | TH4 | 10.3 | 12.7 | 35.3 |
| 141647 | 2018/3/30 11:00 | TH4 | 12.0 | 13.2 | 29.4 |
| 141648 | 2018/3/30 12:00 | TH4 | 9.1 | 13.5 | 26.2 |
| 141649 | 2018/3/30 13:00 | TH4 | 7.7 | 15.0 | 35.3 |
| 141650 | 2018/3/30 14:00 | TH4 | 7.0 | 12.2 | 36.6 |
| 141651 | 2018/3/30 15:00 | TH4 | 6.4 | 11.0 | 30.9 |
| 141652 | 2018/3/30 16:00 | TH4 | 6.4 | 14.0 | 39.8 |
| 141653 | 2018/3/30 17:00 | TH4 | 14.4 | 16.6 | 55.2 |
| 141654 | 2018/3/30 18:00 | TH4 | 11.2 | 18.8 | 63.3 |
| 141655 | 2018/3/30 19:00 | TH4 | 6.3 | 16.1 | 67.7 |
| 141656 | 2018/3/30 20:00 | TH4 | 3.5 | 11.2 | 44.3 |
| 141657 | 2018/3/30 21:00 | TH4 | 4.7 | 12.3 | 52.8 |
| 141658 | 2018/3/30 22:00 | TH4 | 5.4 | 14.0 | 54.7 |
| 141659 | 2018/3/30 23:00 | TH4 | 8.9 | 16.5 | 47.0 |
| 141660 | 2018/3/31 0:00 | TH4 | NaN | NaN | NaN |
260335 rows × 5 columns
In [145]:
London_comb=pd.concat([London_sta_other,London_sta],axis=0).sort_values(by=['measurementdategmt'])
London_comb=London_comb.set_index([list(range(0,len(London_comb)))])
In [146]:
London_comb
Out[146]:
| measurementdategmt | station_id | pm2.5 (ug/m3) | pm10 (ug/m3) | no2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | 2017/1/1 0:00 | LH0 | 30.2 | 34.6 | 15.9 |
| 1 | 2017/1/1 0:00 | CD9 | 28.7 | 32.3 | 90.6 |
| 2 | 2017/1/1 0:00 | KF1 | NaN | NaN | NaN |
| 3 | 2017/1/1 0:00 | GN0 | 50.7 | 63.3 | 24.7 |
| 4 | 2017/1/1 0:00 | LW2 | 35.3 | 42.3 | 25.2 |
| 5 | 2017/1/1 0:00 | GR9 | 31.7 | 38.4 | 26.6 |
| 6 | 2017/1/1 0:00 | GN3 | 59.6 | 47.5 | 18.4 |
| 7 | 2017/1/1 0:00 | HV1 | 37.8 | 40.2 | 26.0 |
| 8 | 2017/1/1 0:00 | MY7 | 31.5 | 41.7 | NaN |
| 9 | 2017/1/1 0:00 | GR4 | 31.2 | 30.5 | 8.5 |
| 10 | 2017/1/1 0:00 | BL0 | 30.8 | 31.6 | 10.8 |
| 11 | 2017/1/1 0:00 | CD1 | 40.0 | 44.4 | 36.6 |
| 12 | 2017/1/1 0:00 | KC1 | 31.7 | 23.2 | 21.3 |
| 13 | 2017/1/1 0:00 | BX9 | 23.3 | NaN | NaN |
| 14 | 2017/1/1 0:00 | BX1 | 23.3 | 16.1 | 7.0 |
| 15 | 2017/1/1 0:00 | RB7 | NaN | 55.0 | 22.0 |
| 16 | 2017/1/1 0:00 | CR8 | 30.0 | NaN | NaN |
| 17 | 2017/1/1 0:00 | GB0 | NaN | NaN | NaN |
| 18 | 2017/1/1 0:00 | CT3 | NaN | 35.8 | 30.8 |
| 19 | 2017/1/1 0:00 | TD5 | NaN | NaN | NaN |
| 20 | 2017/1/1 0:00 | ST5 | 25.0 | 29.0 | 14.5 |
| 21 | 2017/1/1 0:00 | TH4 | 28.4 | 33.3 | 38.9 |
| 22 | 2017/1/1 0:00 | HR1 | NaN | 70.8 | 22.2 |
| 23 | 2017/1/1 10:00 | LW2 | 14.3 | 16.2 | 27.2 |
| 24 | 2017/1/1 10:00 | HV1 | 17.9 | 21.7 | 37.0 |
| 25 | 2017/1/1 10:00 | KF1 | NaN | NaN | NaN |
| 26 | 2017/1/1 10:00 | BX9 | 12.1 | NaN | NaN |
| 27 | 2017/1/1 10:00 | GN3 | 12.8 | 21.6 | 18.6 |
| 28 | 2017/1/1 10:00 | CR8 | 13.0 | NaN | NaN |
| 29 | 2017/1/1 10:00 | CD9 | 12.0 | 16.9 | 77.1 |
| ... | ... | ... | ... | ... | ... |
| 260305 | 2018/3/9 8:00 | GN0 | 14.0 | 28.5 | 84.2 |
| 260306 | 2018/3/9 8:00 | KF1 | 9.4 | 20.1 | NaN |
| 260307 | 2018/3/9 8:00 | RB7 | 19.0 | 35.0 | 86.7 |
| 260308 | 2018/3/9 8:00 | CT2 | 18.0 | NaN | NaN |
| 260309 | 2018/3/9 9:00 | MY7 | NaN | 37.8 | NaN |
| 260310 | 2018/3/9 9:00 | BX9 | 9.3 | NaN | NaN |
| 260311 | 2018/3/9 9:00 | CR8 | 8.0 | NaN | NaN |
| 260312 | 2018/3/9 9:00 | KF1 | 9.2 | 22.4 | NaN |
| 260313 | 2018/3/9 9:00 | BX1 | NaN | 26.3 | 47.2 |
| 260314 | 2018/3/9 9:00 | KC1 | NaN | NaN | 69.2 |
| 260315 | 2018/3/9 9:00 | GR4 | 13.6 | 24.8 | 43.4 |
| 260316 | 2018/3/9 9:00 | HR1 | NaN | NaN | NaN |
| 260317 | 2018/3/9 9:00 | GN0 | 11.7 | 26.1 | 64.8 |
| 260318 | 2018/3/9 9:00 | GR9 | 9.9 | 34.5 | 79.5 |
| 260319 | 2018/3/9 9:00 | ST5 | 7.0 | 34.0 | 56.0 |
| 260320 | 2018/3/9 9:00 | TD5 | 11.6 | NaN | NaN |
| 260321 | 2018/3/9 9:00 | BL0 | 7.9 | 28.4 | 70.4 |
| 260322 | 2018/3/9 9:00 | LW2 | 14.3 | 39.6 | 118.8 |
| 260323 | 2018/3/9 9:00 | TH4 | 16.5 | 58.9 | 88.2 |
| 260324 | 2018/3/9 9:00 | GN3 | 15.5 | 32.9 | 78.2 |
| 260325 | 2018/3/9 9:00 | CD1 | 22.8 | 65.9 | 110.4 |
| 260326 | 2018/3/9 9:00 | CT3 | 14.0 | 31.0 | 68.9 |
| 260327 | 2018/3/9 9:00 | LH0 | NaN | NaN | NaN |
| 260328 | 2018/3/9 9:00 | CT2 | 18.0 | NaN | NaN |
| 260329 | 2018/3/9 9:00 | CD9 | 18.0 | 32.7 | 154.4 |
| 260330 | 2018/3/9 9:00 | RB7 | 17.0 | 28.2 | 79.8 |
| 260331 | 2018/3/9 9:00 | GB0 | 12.7 | NaN | NaN |
| 260332 | 2018/3/9 9:00 | HV1 | 13.0 | 27.2 | 66.8 |
| 260333 | 2018/4/1 0:00 | HR1 | NaN | NaN | NaN |
| 260334 | 2018/4/1 0:00 | LH0 | NaN | NaN | NaN |
260335 rows × 5 columns
In [147]:
London_comb.isnull().sum()/len(London_comb)
Out[147]:
measurementdategmt 0.000000 station_id 0.000000 pm2.5 (ug/m3) 0.189517 pm10 (ug/m3) 0.361196 no2 (ug/m3) 0.361799 dtype: float64
In [148]:
London_comb.groupby(['station_id']).groups
Out[148]:
{'BL0': Int64Index([ 10, 39, 47, 83, 110, 117, 159, 166,
203, 210,
...
260113, 260120, 260158, 260167, 260191, 260227, 260260, 260272,
260287, 260321],
dtype='int64', length=10897),
'BX1': Int64Index([ 14, 40, 67, 69, 95, 127, 146, 164,
188, 216,
...
260094, 260124, 260145, 260185, 260194, 260229, 260257, 260284,
260297, 260313],
dtype='int64', length=10920),
'BX9': Int64Index([ 13, 26, 48, 76, 113, 134, 141, 182,
205, 223,
...
260103, 260126, 260159, 260181, 260199, 260221, 260242, 260282,
260304, 260310],
dtype='int64', length=10920),
'CD1': Int64Index([ 11, 45, 46, 91, 102, 124, 147, 167,
196, 221,
...
260116, 260130, 260144, 260172, 260212, 260222, 260238, 260267,
260289, 260325],
dtype='int64', length=10897),
'CD9': Int64Index([ 1, 29, 68, 75, 108, 133, 145, 169,
193, 213,
...
260114, 260133, 260162, 260168, 260198, 260231, 260252, 260261,
260294, 260329],
dtype='int64', length=10897),
'CR8': Int64Index([ 16, 28, 50, 86, 112, 120, 154, 177,
201, 212,
...
260096, 260138, 260141, 260179, 260211, 260215, 260251, 260280,
260285, 260311],
dtype='int64', length=10920),
'CT2': Int64Index([ 17128, 17158, 17167, 17201, 17216, 17241, 17268, 17299,
17305, 17351,
...
260109, 260135, 260152, 260188, 260205, 260214, 260246, 260266,
260308, 260328],
dtype='int64', length=9504),
'CT3': Int64Index([ 18, 32, 55, 80, 101, 115, 155, 178,
200, 218,
...
260093, 260118, 260148, 260174, 260195, 260232, 260255, 260268,
260298, 260326],
dtype='int64', length=10904),
'GB0': Int64Index([ 17, 33, 52, 81, 100, 116, 160, 161,
202, 208,
...
260115, 260131, 260161, 260178, 260201, 260218, 260239, 260273,
260295, 260331],
dtype='int64', length=10920),
'GN0': Int64Index([ 3, 35, 60, 72, 105, 121, 153, 173,
191, 207,
...
260106, 260139, 260151, 260182, 260206, 260219, 260244, 260275,
260305, 260317],
dtype='int64', length=10897),
'GN3': Int64Index([ 6, 27, 49, 84, 93, 131, 156, 180,
194, 228,
...
260100, 260121, 260153, 260180, 260207, 260235, 260243, 260270,
260286, 260324],
dtype='int64', length=10897),
'GR4': Int64Index([ 9, 36, 62, 70, 111, 122, 152, 174,
198, 214,
...
260095, 260136, 260156, 260177, 260203, 260220, 260247, 260262,
260296, 260315],
dtype='int64', length=10897),
'GR9': Int64Index([ 5, 41, 56, 85, 97, 126, 139, 181,
195, 209,
...
260107, 260127, 260164, 260165, 260193, 260225, 260259, 260263,
260299, 260318],
dtype='int64', length=10897),
'HR1': Int64Index([ 22, 43, 66, 87, 107, 123, 149, 171,
184, 215,
...
260129, 260149, 260183, 260200, 260217, 260258, 260283, 260290,
260316, 260333],
dtype='int64', length=10921),
'HV1': Int64Index([ 7, 24, 58, 71, 114, 136, 151, 172,
186, 217,
...
260099, 260137, 260147, 260184, 260192, 260224, 260256, 260277,
260288, 260332],
dtype='int64', length=10897),
'KC1': Int64Index([ 12, 30, 63, 78, 96, 118, 142, 162,
192, 227,
...
260097, 260125, 260157, 260186, 260208, 260213, 260241, 260281,
260302, 260314],
dtype='int64', length=10920),
'KF1': Int64Index([ 2, 25, 64, 90, 109, 135, 143, 179,
199, 219,
...
260110, 260117, 260160, 260187, 260202, 260216, 260245, 260279,
260306, 260312],
dtype='int64', length=10897),
'LH0': Int64Index([ 0, 38, 61, 77, 98, 137, 148, 168,
197, 224,
...
260134, 260150, 260176, 260209, 260234, 260248, 260265, 260292,
260327, 260334],
dtype='int64', length=10921),
'LW2': Int64Index([ 4, 23, 65, 89, 104, 132, 138, 176,
189, 229,
...
260108, 260128, 260154, 260169, 260189, 260233, 260253, 260271,
260300, 260322],
dtype='int64', length=10897),
'MY7': Int64Index([ 8, 31, 53, 79, 94, 128, 140, 183,
204, 225,
...
260098, 260123, 260163, 260175, 260196, 260236, 260249, 260278,
260291, 260309],
dtype='int64', length=10897),
'RB7': Int64Index([ 15, 34, 57, 74, 99, 119, 144, 165,
206, 222,
...
260102, 260119, 260155, 260171, 260204, 260226, 260237, 260264,
260307, 260330],
dtype='int64', length=10920),
'ST5': Int64Index([ 20, 44, 54, 88, 92, 130, 157, 175,
190, 220,
...
260111, 260122, 260142, 260166, 260190, 260228, 260250, 260274,
260293, 260319],
dtype='int64', length=10897),
'TD5': Int64Index([ 19, 37, 59, 73, 103, 129, 150, 163,
185, 211,
...
260101, 260140, 260146, 260173, 260197, 260223, 260240, 260276,
260303, 260320],
dtype='int64', length=10904),
'TH4': Int64Index([ 21, 42, 51, 82, 106, 125, 158, 170,
187, 226,
...
260112, 260132, 260143, 260170, 260210, 260230, 260254, 260269,
260301, 260323],
dtype='int64', length=10897)}
In [149]:
import gc
gc.collect()
for key in London_comb.groupby(['station_id']).groups:
plt.clf()
plt.figure(figsize=(20,10))
plt.title(key,fontsize=18)
temp_data=London_comb.iloc[London_comb.groupby(['station_id']).groups[key]]
plt.plot(temp_data['pm2.5 (ug/m3)'])
#plt.xtickets(temp_data['utc_time'], fontsize=15)
plt.show()
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
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<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
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<Figure size 432x288 with 0 Axes>
<Figure size 432x288 with 0 Axes>
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<Figure size 432x288 with 0 Axes>
In [150]:
#missing values ratio
London_missing_pm25=[]
for key in London_comb.groupby(['station_id']).groups:
temp_data=London_comb.iloc[London_comb.groupby(['station_id']).groups[key]]
ratio=float(temp_data['pm2.5 (ug/m3)'].isnull().sum()/len(temp_data))
if ratio > 0.15:
print(key)
London_missing_pm25.append(key)
KF1 HR1 ST5 KC1 LH0 LW2 CT3 BX1 GR4
In [151]:
map_london_1= folium.Map(location=temp_pd.iloc[0].values.tolist(), zoom_start=9,tiles='Stamen Terrain')
for key in location_Lodon:
if key in London_missing_pm25:
folium.Marker(location=location_Lodon[key],
popup='Missing value ratio > 0.15 Location',
icon=folium.Icon(color='red',icon='info-sign')).add_to(map_london_1)
else:
folium.Marker(location=location_Lodon[key]).add_to(map_london_1)
map_london_1
Out[151]:
Add grid¶
In [152]:
London_grid_sta=pd.read_csv(path+"London_grid_weather_station.csv")
London_grid_sta
Out[152]:
| london_grid_000 | 50.5 | -2 | |
|---|---|---|---|
| 0 | london_grid_001 | 50.6 | -2.0 |
| 1 | london_grid_002 | 50.7 | -2.0 |
| 2 | london_grid_003 | 50.8 | -2.0 |
| 3 | london_grid_004 | 50.9 | -2.0 |
| 4 | london_grid_005 | 51.0 | -2.0 |
| 5 | london_grid_006 | 51.1 | -2.0 |
| 6 | london_grid_007 | 51.2 | -2.0 |
| 7 | london_grid_008 | 51.3 | -2.0 |
| 8 | london_grid_009 | 51.4 | -2.0 |
| 9 | london_grid_010 | 51.5 | -2.0 |
| 10 | london_grid_011 | 51.6 | -2.0 |
| 11 | london_grid_012 | 51.7 | -2.0 |
| 12 | london_grid_013 | 51.8 | -2.0 |
| 13 | london_grid_014 | 51.9 | -2.0 |
| 14 | london_grid_015 | 52.0 | -2.0 |
| 15 | london_grid_016 | 52.1 | -2.0 |
| 16 | london_grid_017 | 52.2 | -2.0 |
| 17 | london_grid_018 | 52.3 | -2.0 |
| 18 | london_grid_019 | 52.4 | -2.0 |
| 19 | london_grid_020 | 52.5 | -2.0 |
| 20 | london_grid_021 | 50.5 | -1.9 |
| 21 | london_grid_022 | 50.6 | -1.9 |
| 22 | london_grid_023 | 50.7 | -1.9 |
| 23 | london_grid_024 | 50.8 | -1.9 |
| 24 | london_grid_025 | 50.9 | -1.9 |
| 25 | london_grid_026 | 51.0 | -1.9 |
| 26 | london_grid_027 | 51.1 | -1.9 |
| 27 | london_grid_028 | 51.2 | -1.9 |
| 28 | london_grid_029 | 51.3 | -1.9 |
| 29 | london_grid_030 | 51.4 | -1.9 |
| ... | ... | ... | ... |
| 830 | london_grid_831 | 51.7 | 1.9 |
| 831 | london_grid_832 | 51.8 | 1.9 |
| 832 | london_grid_833 | 51.9 | 1.9 |
| 833 | london_grid_834 | 52.0 | 1.9 |
| 834 | london_grid_835 | 52.1 | 1.9 |
| 835 | london_grid_836 | 52.2 | 1.9 |
| 836 | london_grid_837 | 52.3 | 1.9 |
| 837 | london_grid_838 | 52.4 | 1.9 |
| 838 | london_grid_839 | 52.5 | 1.9 |
| 839 | london_grid_840 | 50.5 | 2.0 |
| 840 | london_grid_841 | 50.6 | 2.0 |
| 841 | london_grid_842 | 50.7 | 2.0 |
| 842 | london_grid_843 | 50.8 | 2.0 |
| 843 | london_grid_844 | 50.9 | 2.0 |
| 844 | london_grid_845 | 51.0 | 2.0 |
| 845 | london_grid_846 | 51.1 | 2.0 |
| 846 | london_grid_847 | 51.2 | 2.0 |
| 847 | london_grid_848 | 51.3 | 2.0 |
| 848 | london_grid_849 | 51.4 | 2.0 |
| 849 | london_grid_850 | 51.5 | 2.0 |
| 850 | london_grid_851 | 51.6 | 2.0 |
| 851 | london_grid_852 | 51.7 | 2.0 |
| 852 | london_grid_853 | 51.8 | 2.0 |
| 853 | london_grid_854 | 51.9 | 2.0 |
| 854 | london_grid_855 | 52.0 | 2.0 |
| 855 | london_grid_856 | 52.1 | 2.0 |
| 856 | london_grid_857 | 52.2 | 2.0 |
| 857 | london_grid_858 | 52.3 | 2.0 |
| 858 | london_grid_859 | 52.4 | 2.0 |
| 859 | london_grid_860 | 52.5 | 2.0 |
860 rows × 3 columns
In [153]:
London_grid_sta_weather=pd.read_csv(path+"London_historical_meo_grid.csv")
London_grid_sta_weather
Out[153]:
| stationName | longitude | latitude | utc_time | temperature | pressure | humidity | wind_direction | wind_speed/kph | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | london_grid_000 | -2.0 | 50.5 | 2017-01-01 00:00:00 | 9.36 | 1024.81 | 77.90 | 250.88 | 23.74 |
| 1 | london_grid_001 | -2.0 | 50.6 | 2017-01-01 00:00:00 | 9.09 | 1024.25 | 78.96 | 249.86 | 21.81 |
| 2 | london_grid_002 | -2.0 | 50.7 | 2017-01-01 00:00:00 | 8.30 | 1022.55 | 82.13 | 245.35 | 16.08 |
| 3 | london_grid_003 | -2.0 | 50.8 | 2017-01-01 00:00:00 | 7.50 | 1020.86 | 85.30 | 235.98 | 10.55 |
| 4 | london_grid_004 | -2.0 | 50.9 | 2017-01-01 00:00:00 | 6.92 | 1015.89 | 88.51 | 228.21 | 10.97 |
| 5 | london_grid_005 | -2.0 | 51.0 | 2017-01-01 00:00:00 | 6.33 | 1010.92 | 91.73 | 221.12 | 11.57 |
| 6 | london_grid_006 | -2.0 | 51.1 | 2017-01-01 00:00:00 | 6.13 | 1008.79 | 92.89 | 220.29 | 13.06 |
| 7 | london_grid_007 | -2.0 | 51.2 | 2017-01-01 00:00:00 | 6.12 | 1008.09 | 93.01 | 221.89 | 14.96 |
| 8 | london_grid_008 | -2.0 | 51.3 | 2017-01-01 00:00:00 | 6.19 | 1008.12 | 92.99 | 223.30 | 16.64 |
| 9 | london_grid_009 | -2.0 | 51.4 | 2017-01-01 00:00:00 | 6.43 | 1009.58 | 92.64 | 224.78 | 17.89 |
| 10 | london_grid_010 | -2.0 | 51.5 | 2017-01-01 00:00:00 | 6.67 | 1011.05 | 92.30 | 226.07 | 19.15 |
| 11 | london_grid_011 | -2.0 | 51.6 | 2017-01-01 00:00:00 | 6.75 | 1007.95 | 93.16 | 225.80 | 19.98 |
| 12 | london_grid_012 | -2.0 | 51.7 | 2017-01-01 00:00:00 | 6.82 | 1004.85 | 94.01 | 225.56 | 20.82 |
| 13 | london_grid_013 | -2.0 | 51.8 | 2017-01-01 00:00:00 | 7.00 | 1004.87 | 94.10 | 224.62 | 21.32 |
| 14 | london_grid_014 | -2.0 | 51.9 | 2017-01-01 00:00:00 | 7.21 | 1006.45 | 93.80 | 223.35 | 21.66 |
| 15 | london_grid_015 | -2.0 | 52.0 | 2017-01-01 00:00:00 | 7.39 | 1007.85 | 93.43 | 222.14 | 21.94 |
| 16 | london_grid_016 | -2.0 | 52.1 | 2017-01-01 00:00:00 | 7.50 | 1008.92 | 92.91 | 220.97 | 22.10 |
| 17 | london_grid_017 | -2.0 | 52.2 | 2017-01-01 00:00:00 | 7.60 | 1009.98 | 92.40 | 219.82 | 22.26 |
| 18 | london_grid_018 | -2.0 | 52.3 | 2017-01-01 00:00:00 | 7.51 | 1006.57 | 92.19 | 220.01 | 22.49 |
| 19 | london_grid_019 | -2.0 | 52.4 | 2017-01-01 00:00:00 | 7.41 | 1003.16 | 91.97 | 220.20 | 22.71 |
| 20 | london_grid_020 | -2.0 | 52.5 | 2017-01-01 00:00:00 | 7.38 | 1002.03 | 91.90 | 220.26 | 22.78 |
| 21 | london_grid_021 | -1.9 | 50.5 | 2017-01-01 00:00:00 | 9.36 | 1024.79 | 77.73 | 250.70 | 23.63 |
| 22 | london_grid_022 | -1.9 | 50.6 | 2017-01-01 00:00:00 | 9.10 | 1024.26 | 78.77 | 249.66 | 21.75 |
| 23 | london_grid_023 | -1.9 | 50.7 | 2017-01-01 00:00:00 | 8.32 | 1022.68 | 81.87 | 245.10 | 16.18 |
| 24 | london_grid_024 | -1.9 | 50.8 | 2017-01-01 00:00:00 | 7.55 | 1021.10 | 84.98 | 235.90 | 10.81 |
| 25 | london_grid_025 | -1.9 | 50.9 | 2017-01-01 00:00:00 | 6.95 | 1016.32 | 88.25 | 228.10 | 11.10 |
| 26 | london_grid_026 | -1.9 | 51.0 | 2017-01-01 00:00:00 | 6.36 | 1011.53 | 91.52 | 220.81 | 11.58 |
| 27 | london_grid_027 | -1.9 | 51.1 | 2017-01-01 00:00:00 | 6.14 | 1009.25 | 92.74 | 219.95 | 13.04 |
| 28 | london_grid_028 | -1.9 | 51.2 | 2017-01-01 00:00:00 | 6.11 | 1008.24 | 92.94 | 221.64 | 14.95 |
| 29 | london_grid_029 | -1.9 | 51.3 | 2017-01-01 00:00:00 | 6.17 | 1007.96 | 92.98 | 223.11 | 16.64 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 9303936 | london_grid_831 | 1.9 | 51.7 | 2018-03-27 05:00:00 | 6.98 | 1011.59 | 84.97 | 187.36 | 28.63 |
| 9303937 | london_grid_832 | 1.9 | 51.8 | 2018-03-27 05:00:00 | 7.04 | 1011.49 | 85.25 | 187.95 | 28.51 |
| 9303938 | london_grid_833 | 1.9 | 51.9 | 2018-03-27 05:00:00 | 7.09 | 1011.39 | 85.41 | 188.62 | 28.31 |
| 9303939 | london_grid_834 | 1.9 | 52.0 | 2018-03-27 05:00:00 | 7.10 | 1011.29 | 85.57 | 189.16 | 27.91 |
| 9303940 | london_grid_835 | 1.9 | 52.1 | 2018-03-27 05:00:00 | 7.05 | 1011.18 | 85.71 | 189.43 | 27.12 |
| 9303941 | london_grid_836 | 1.9 | 52.2 | 2018-03-27 05:00:00 | 7.00 | 1011.06 | 85.84 | 189.71 | 26.33 |
| 9303942 | london_grid_837 | 1.9 | 52.3 | 2018-03-27 05:00:00 | 6.86 | 1010.97 | 85.89 | 188.87 | 25.30 |
| 9303943 | london_grid_838 | 1.9 | 52.4 | 2018-03-27 05:00:00 | 6.72 | 1010.87 | 85.94 | 187.97 | 24.28 |
| 9303944 | london_grid_839 | 1.9 | 52.5 | 2018-03-27 05:00:00 | 6.68 | 1010.84 | 85.96 | 187.65 | 23.95 |
| 9303945 | london_grid_840 | 2.0 | 50.5 | 2018-03-27 05:00:00 | 3.60 | 998.99 | 86.88 | 175.03 | 13.71 |
| 9303946 | london_grid_841 | 2.0 | 50.6 | 2018-03-27 05:00:00 | 3.62 | 999.16 | 86.83 | 175.51 | 13.86 |
| 9303947 | london_grid_842 | 2.0 | 50.7 | 2018-03-27 05:00:00 | 3.67 | 999.66 | 86.65 | 176.87 | 14.33 |
| 9303948 | london_grid_843 | 2.0 | 50.8 | 2018-03-27 05:00:00 | 3.72 | 1000.17 | 86.48 | 178.15 | 14.81 |
| 9303949 | london_grid_844 | 2.0 | 50.9 | 2018-03-27 05:00:00 | 4.64 | 1005.39 | 84.18 | 180.65 | 18.09 |
| 9303950 | london_grid_845 | 2.0 | 51.0 | 2018-03-27 05:00:00 | 5.55 | 1010.61 | 81.88 | 182.38 | 21.39 |
| 9303951 | london_grid_846 | 2.0 | 51.1 | 2018-03-27 05:00:00 | 6.07 | 1012.28 | 81.32 | 183.81 | 23.79 |
| 9303952 | london_grid_847 | 2.0 | 51.2 | 2018-03-27 05:00:00 | 6.40 | 1012.18 | 81.62 | 185.07 | 25.76 |
| 9303953 | london_grid_848 | 2.0 | 51.3 | 2018-03-27 05:00:00 | 6.65 | 1012.07 | 82.12 | 185.90 | 27.27 |
| 9303954 | london_grid_849 | 2.0 | 51.4 | 2018-03-27 05:00:00 | 6.74 | 1011.95 | 83.02 | 186.19 | 27.85 |
| 9303955 | london_grid_850 | 2.0 | 51.5 | 2018-03-27 05:00:00 | 6.83 | 1011.83 | 83.92 | 186.47 | 28.43 |
| 9303956 | london_grid_851 | 2.0 | 51.6 | 2018-03-27 05:00:00 | 6.89 | 1011.73 | 84.47 | 186.93 | 28.48 |
| 9303957 | london_grid_852 | 2.0 | 51.7 | 2018-03-27 05:00:00 | 6.95 | 1011.63 | 85.03 | 187.39 | 28.52 |
| 9303958 | london_grid_853 | 2.0 | 51.8 | 2018-03-27 05:00:00 | 7.01 | 1011.53 | 85.33 | 188.00 | 28.47 |
| 9303959 | london_grid_854 | 2.0 | 51.9 | 2018-03-27 05:00:00 | 7.07 | 1011.43 | 85.50 | 188.69 | 28.35 |
| 9303960 | london_grid_855 | 2.0 | 52.0 | 2018-03-27 05:00:00 | 7.10 | 1011.32 | 85.65 | 189.26 | 28.06 |
| 9303961 | london_grid_856 | 2.0 | 52.1 | 2018-03-27 05:00:00 | 7.06 | 1011.21 | 85.77 | 189.56 | 27.38 |
| 9303962 | london_grid_857 | 2.0 | 52.2 | 2018-03-27 05:00:00 | 7.03 | 1011.11 | 85.88 | 189.88 | 26.71 |
| 9303963 | london_grid_858 | 2.0 | 52.3 | 2018-03-27 05:00:00 | 6.91 | 1011.01 | 85.91 | 189.05 | 25.75 |
| 9303964 | london_grid_859 | 2.0 | 52.4 | 2018-03-27 05:00:00 | 6.79 | 1010.92 | 85.94 | 188.15 | 24.79 |
| 9303965 | london_grid_860 | 2.0 | 52.5 | 2018-03-27 05:00:00 | 6.74 | 1010.89 | 85.95 | 187.84 | 24.47 |
9303966 rows × 9 columns
In [154]:
import re
def split_time(x):
listofx=re.split('\-| |:',x)
if listofx[3][0]=="0":
num_3=listofx[3][1]
else:
num_3=listofx[3]
if listofx[2][0]=="0":
num_2=listofx[2][1]
else:
num_2=listofx[2]
if listofx[1][0]=="0":
num_1=listofx[1][1]
else:
num_1=listofx[1]
time_word=listofx[0]+"/"+num_1+"/"+num_2+" "+num_3+":"+"00"
return time_word
London_grid_sta_weather["utc_time"].apply(lambda x: split_time(str(x)))
Out[154]:
0 2017/1/1 0:00
1 2017/1/1 0:00
2 2017/1/1 0:00
3 2017/1/1 0:00
4 2017/1/1 0:00
5 2017/1/1 0:00
6 2017/1/1 0:00
7 2017/1/1 0:00
8 2017/1/1 0:00
9 2017/1/1 0:00
10 2017/1/1 0:00
11 2017/1/1 0:00
12 2017/1/1 0:00
13 2017/1/1 0:00
14 2017/1/1 0:00
15 2017/1/1 0:00
16 2017/1/1 0:00
17 2017/1/1 0:00
18 2017/1/1 0:00
19 2017/1/1 0:00
20 2017/1/1 0:00
21 2017/1/1 0:00
22 2017/1/1 0:00
23 2017/1/1 0:00
24 2017/1/1 0:00
25 2017/1/1 0:00
26 2017/1/1 0:00
27 2017/1/1 0:00
28 2017/1/1 0:00
29 2017/1/1 0:00
...
9303936 2018/3/27 5:00
9303937 2018/3/27 5:00
9303938 2018/3/27 5:00
9303939 2018/3/27 5:00
9303940 2018/3/27 5:00
9303941 2018/3/27 5:00
9303942 2018/3/27 5:00
9303943 2018/3/27 5:00
9303944 2018/3/27 5:00
9303945 2018/3/27 5:00
9303946 2018/3/27 5:00
9303947 2018/3/27 5:00
9303948 2018/3/27 5:00
9303949 2018/3/27 5:00
9303950 2018/3/27 5:00
9303951 2018/3/27 5:00
9303952 2018/3/27 5:00
9303953 2018/3/27 5:00
9303954 2018/3/27 5:00
9303955 2018/3/27 5:00
9303956 2018/3/27 5:00
9303957 2018/3/27 5:00
9303958 2018/3/27 5:00
9303959 2018/3/27 5:00
9303960 2018/3/27 5:00
9303961 2018/3/27 5:00
9303962 2018/3/27 5:00
9303963 2018/3/27 5:00
9303964 2018/3/27 5:00
9303965 2018/3/27 5:00
Name: utc_time, Length: 9303966, dtype: object
In [155]:
London_grid_sta_weather["utc_time"]=London_grid_sta_weather["utc_time"].apply(lambda x: split_time(str(x)))
2018/4/1 0:00, format of the measurementdategmt
In [156]:
from sklearn.cluster import MiniBatchKMeans
kmeans = MiniBatchKMeans(n_clusters=len(location_Lodon), batch_size=1000).fit(London_grid_sta_weather[['latitude','longitude']])
London_grid_sta_weather.loc[:, 'label'] = kmeans.labels_
In [157]:
for label in kmeans.cluster_centers_:
folium.Marker(location=[label][0],popup='grid point',
icon=folium.Icon(color='green',icon='info-sign')).add_to(map_london_1)
map_london_1
Out[157]:
the overlap part of time slice¶
In [161]:
a = set(London_comb.groupby(["measurementdategmt"]).groups.keys())
b = set(London_grid_sta_weather.groupby(["utc_time"]).groups.keys())
In [162]:
import matplotlib_venn as venn
common_time_list=list(set(a).intersection(b))
plt.title("Common time slice")
venn.venn2([a,b],
set_labels=("time slice in AQI station"," time slice in weather grid station"))
plt.show()
In [163]:
exclusive=(a ^ b)
London_comb_copy=London_comb.copy() #a
London_grid_sta_weather_copy=London_grid_sta_weather.copy() #b
first_time_1=1
first_time_2=1
contaniner_1=[]
contaniner_2=[]
for timeslice in exclusive:
if timeslice in a:
if first_time_1 is 1:
first_time_1=0
contaniner_1=list(London_comb.groupby(["measurementdategmt"]).groups[timeslice])
else:
contaniner_1=contaniner_1+list(London_comb.groupby(["measurementdategmt"]).groups[timeslice])
if timeslice in b:
if first_time_2 is 1:
first_time_2=0
contaniner_2=list(London_grid_sta_weather.groupby(["utc_time"]).groups[timeslice])
else:
contaniner_2=contaniner_2+list(London_grid_sta_weather.groupby(["utc_time"]).groups[timeslice])
contaniner_1.sort()
contaniner_2.sort()
In [164]:
London_comb.drop(London_comb.index[contaniner_1]).sort_values(by=["measurementdategmt"])
Out[164]:
| measurementdategmt | station_id | pm2.5 (ug/m3) | pm10 (ug/m3) | no2 (ug/m3) | |
|---|---|---|---|---|---|
| 0 | 2017/1/1 0:00 | LH0 | 30.2 | 34.6 | 15.9 |
| 22 | 2017/1/1 0:00 | HR1 | NaN | 70.8 | 22.2 |
| 21 | 2017/1/1 0:00 | TH4 | 28.4 | 33.3 | 38.9 |
| 20 | 2017/1/1 0:00 | ST5 | 25.0 | 29.0 | 14.5 |
| 19 | 2017/1/1 0:00 | TD5 | NaN | NaN | NaN |
| 18 | 2017/1/1 0:00 | CT3 | NaN | 35.8 | 30.8 |
| 17 | 2017/1/1 0:00 | GB0 | NaN | NaN | NaN |
| 15 | 2017/1/1 0:00 | RB7 | NaN | 55.0 | 22.0 |
| 14 | 2017/1/1 0:00 | BX1 | 23.3 | 16.1 | 7.0 |
| 13 | 2017/1/1 0:00 | BX9 | 23.3 | NaN | NaN |
| 12 | 2017/1/1 0:00 | KC1 | 31.7 | 23.2 | 21.3 |
| 16 | 2017/1/1 0:00 | CR8 | 30.0 | NaN | NaN |
| 10 | 2017/1/1 0:00 | BL0 | 30.8 | 31.6 | 10.8 |
| 11 | 2017/1/1 0:00 | CD1 | 40.0 | 44.4 | 36.6 |
| 2 | 2017/1/1 0:00 | KF1 | NaN | NaN | NaN |
| 3 | 2017/1/1 0:00 | GN0 | 50.7 | 63.3 | 24.7 |
| 4 | 2017/1/1 0:00 | LW2 | 35.3 | 42.3 | 25.2 |
| 5 | 2017/1/1 0:00 | GR9 | 31.7 | 38.4 | 26.6 |
| 1 | 2017/1/1 0:00 | CD9 | 28.7 | 32.3 | 90.6 |
| 7 | 2017/1/1 0:00 | HV1 | 37.8 | 40.2 | 26.0 |
| 8 | 2017/1/1 0:00 | MY7 | 31.5 | 41.7 | NaN |
| 9 | 2017/1/1 0:00 | GR4 | 31.2 | 30.5 | 8.5 |
| 6 | 2017/1/1 0:00 | GN3 | 59.6 | 47.5 | 18.4 |
| 36 | 2017/1/1 10:00 | GR4 | 13.4 | 12.5 | 10.6 |
| 45 | 2017/1/1 10:00 | CD1 | 16.6 | 17.5 | 46.4 |
| 44 | 2017/1/1 10:00 | ST5 | 9.0 | 17.0 | 18.9 |
| 43 | 2017/1/1 10:00 | HR1 | NaN | 18.6 | 39.4 |
| 42 | 2017/1/1 10:00 | TH4 | 14.3 | 21.9 | 36.1 |
| 41 | 2017/1/1 10:00 | GR9 | 10.2 | 18.3 | 21.5 |
| 40 | 2017/1/1 10:00 | BX1 | 12.1 | 7.9 | 10.6 |
| ... | ... | ... | ... | ... | ... |
| 260289 | 2018/3/9 8:00 | CD1 | 21.3 | 43.3 | 110.9 |
| 260288 | 2018/3/9 8:00 | HV1 | 14.7 | 27.2 | 76.1 |
| 260287 | 2018/3/9 8:00 | BL0 | 8.5 | 23.3 | 72.7 |
| 260286 | 2018/3/9 8:00 | GN3 | 14.1 | 27.0 | 78.9 |
| 260285 | 2018/3/9 8:00 | CR8 | 17.0 | NaN | NaN |
| 260296 | 2018/3/9 8:00 | GR4 | 10.1 | 18.2 | 46.4 |
| 260322 | 2018/3/9 9:00 | LW2 | 14.3 | 39.6 | 118.8 |
| 260323 | 2018/3/9 9:00 | TH4 | 16.5 | 58.9 | 88.2 |
| 260324 | 2018/3/9 9:00 | GN3 | 15.5 | 32.9 | 78.2 |
| 260325 | 2018/3/9 9:00 | CD1 | 22.8 | 65.9 | 110.4 |
| 260330 | 2018/3/9 9:00 | RB7 | 17.0 | 28.2 | 79.8 |
| 260327 | 2018/3/9 9:00 | LH0 | NaN | NaN | NaN |
| 260328 | 2018/3/9 9:00 | CT2 | 18.0 | NaN | NaN |
| 260329 | 2018/3/9 9:00 | CD9 | 18.0 | 32.7 | 154.4 |
| 260321 | 2018/3/9 9:00 | BL0 | 7.9 | 28.4 | 70.4 |
| 260326 | 2018/3/9 9:00 | CT3 | 14.0 | 31.0 | 68.9 |
| 260320 | 2018/3/9 9:00 | TD5 | 11.6 | NaN | NaN |
| 260314 | 2018/3/9 9:00 | KC1 | NaN | NaN | 69.2 |
| 260318 | 2018/3/9 9:00 | GR9 | 9.9 | 34.5 | 79.5 |
| 260317 | 2018/3/9 9:00 | GN0 | 11.7 | 26.1 | 64.8 |
| 260316 | 2018/3/9 9:00 | HR1 | NaN | NaN | NaN |
| 260315 | 2018/3/9 9:00 | GR4 | 13.6 | 24.8 | 43.4 |
| 260313 | 2018/3/9 9:00 | BX1 | NaN | 26.3 | 47.2 |
| 260312 | 2018/3/9 9:00 | KF1 | 9.2 | 22.4 | NaN |
| 260311 | 2018/3/9 9:00 | CR8 | 8.0 | NaN | NaN |
| 260310 | 2018/3/9 9:00 | BX9 | 9.3 | NaN | NaN |
| 260309 | 2018/3/9 9:00 | MY7 | NaN | 37.8 | NaN |
| 260331 | 2018/3/9 9:00 | GB0 | 12.7 | NaN | NaN |
| 260319 | 2018/3/9 9:00 | ST5 | 7.0 | 34.0 | 56.0 |
| 260332 | 2018/3/9 9:00 | HV1 | 13.0 | 27.2 | 66.8 |
257928 rows × 5 columns
In [203]:
len(London_comb.drop(London_comb.index[contaniner_1]).groupby(["measurementdategmt"]).groups)
Out[203]:
10806
In [204]:
len(London_grid_sta_weather.drop(London_grid_sta_weather.index[contaniner_2]).groupby(["utc_time"]).groups)
Out[204]:
10806
In [205]:
len(exclusive)
Out[205]:
115
In [206]:
len(London_comb.groupby(["station_id"]).groups)
Out[206]:
24
In [207]:
len(London_comb.drop(London_comb.index[contaniner_1]).groupby(["station_id"]).groups)
Out[207]:
24
In [208]:
len(London_comb.drop(London_comb.index[contaniner_1]))/24
Out[208]:
10747.0
In [211]:
len(London_comb.drop(London_comb.index[contaniner_1]))/len(common_time_list)
Out[211]:
23.86896168795114
In [210]:
len(London_grid_sta_weather.drop(London_grid_sta_weather.index[contaniner_2]).groupby(["stationName"]).groups)
Out[210]:
861
In [177]:
len(contaniner_2)%861
Out[177]:
0
Seems like from 2017/1/1 0:00 to 2018/3/9 9:00, but AQI station data has some inconsistency
In [178]:
(len(common_time_list)-10)%24
Out[178]:
20
OOps the time slice is not continuous, that is 0 for module
Autocorrealtion plot by station¶
In [177]:
from pandas.plotting import autocorrelation_plot
In [178]:
London_comb=London_comb.sort_values(by=["measurementdategmt"])
In [187]:
from matplotlib import pyplot
col=['pm2.5 (ug/m3)','pm10 (ug/m3)','no2 (ug/m3)']
def autocorr(x, t=1):
#if
np.corrcoef(np.array([x[0:len(x)-t], x[t:len(x)]]))
index_set=London_comb.groupby(['station_id']).groups
rcParams.update({'font.size': 18})
for keys in index_set.keys():
#plt.plot(autocorr(beji_aqi_summary_copy[item].fillna(0).values, t=1))
print(keys)
plt.clf()
plt.figure(figsize=(30,20))
for item in col:
autocorrelation_plot(London_comb[item].fillna(0).iloc[index_set[keys]],label=item)
plt.legend(loc='upper right')
pyplot.show()
BL0
<Figure size 432x288 with 0 Axes>
KF1
<Figure size 432x288 with 0 Axes>
CD1
<Figure size 432x288 with 0 Axes>
HR1
<Figure size 432x288 with 0 Axes>
TD5
<Figure size 432x288 with 0 Axes>
ST5
<Figure size 432x288 with 0 Axes>
TH4
<Figure size 432x288 with 0 Axes>
CD9
<Figure size 432x288 with 0 Axes>
KC1
<Figure size 432x288 with 0 Axes>
LH0
<Figure size 432x288 with 0 Axes>
BX9
<Figure size 432x288 with 0 Axes>
LW2
<Figure size 432x288 with 0 Axes>
GB0
<Figure size 432x288 with 0 Axes>
CT3
<Figure size 432x288 with 0 Axes>
HV1
<Figure size 432x288 with 0 Axes>
BX1
<Figure size 432x288 with 0 Axes>
MY7
<Figure size 432x288 with 0 Axes>
GR4
<Figure size 432x288 with 0 Axes>
GN0
<Figure size 432x288 with 0 Axes>
GN3
<Figure size 432x288 with 0 Axes>
CR8
<Figure size 432x288 with 0 Axes>
GR9
<Figure size 432x288 with 0 Axes>
RB7
<Figure size 432x288 with 0 Axes>
CT2
<Figure size 432x288 with 0 Axes>
Correaltion plot by station¶
In [176]:
import seaborn as sns
In [181]:
for keys in index_set.keys():
#plt.plot(autocorr(beji_aqi_summary_copy[item].fillna(0).values, t=1))
print(keys)
plt.clf()
plt.figure(figsize=(7,7))
corr = London_comb[col].fillna(0).iloc[index_set[keys]].corr()
sns.heatmap(corr)
pyplot.show()
BL0
<Figure size 432x288 with 0 Axes>
KF1
<Figure size 432x288 with 0 Axes>
CD1
<Figure size 432x288 with 0 Axes>
HR1
<Figure size 432x288 with 0 Axes>
TD5
<Figure size 432x288 with 0 Axes>
ST5
<Figure size 432x288 with 0 Axes>
TH4
<Figure size 432x288 with 0 Axes>
CD9
<Figure size 432x288 with 0 Axes>
KC1
<Figure size 432x288 with 0 Axes>
LH0
<Figure size 432x288 with 0 Axes>
BX9
<Figure size 432x288 with 0 Axes>
LW2
<Figure size 432x288 with 0 Axes>
GB0
<Figure size 432x288 with 0 Axes>
CT3
<Figure size 432x288 with 0 Axes>
HV1
<Figure size 432x288 with 0 Axes>
BX1
<Figure size 432x288 with 0 Axes>
MY7
<Figure size 432x288 with 0 Axes>
GR4
<Figure size 432x288 with 0 Axes>
GN0
<Figure size 432x288 with 0 Axes>
GN3
<Figure size 432x288 with 0 Axes>
CR8
<Figure size 432x288 with 0 Axes>
GR9
<Figure size 432x288 with 0 Axes>
RB7
<Figure size 432x288 with 0 Axes>
CT2
<Figure size 432x288 with 0 Axes>
